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         <journal-id journal-id-type="publisher-id">EGEOL</journal-id>
         <journal-title-group>
            <journal-title specific-use="original">Estudios Geol&#x00F3;gicos</journal-title>
            <abbrev-journal-title abbrev-type="publisher">Estud. geol.</abbrev-journal-title>
         </journal-title-group>
         <issn publication-format="electronic">1988-3250</issn>
         <issn-l>0367-0449</issn-l>
         <publisher>
            <publisher-name>Consejo Superior de Investigaciones Cient&#x00ED;ficas</publisher-name>
            <publisher-loc>
               <country>Espa&#x00F1;a</country>
            </publisher-loc>
         </publisher>
      </journal-meta>
      <article-meta>
         <article-id pub-id-type="doi">10.3989/egeol.45173.1075</article-id>
         <article-id pub-id-type="publisher-id">egeol.45173.1075</article-id>
         <article-categories>
            <subj-group subj-group-type="heading">
               <subject>Art&#x00ED;culos</subject>
            </subj-group>
         </article-categories>
         <title-group>
            <article-title>The 2011-2012 Puyehue-Cord&#x00F3;n Caulle (Southern Andes) tephra deposit</article-title>
            <subtitle>influence of the number of field measurements on isopach drawing and volume estimate</subtitle>
            <trans-title-group xml:lang="es">
               <trans-title>El dep&#x00F3;sito de ca&#x00ED;da de tefra de la erupci&#x00F3;n de 2011-2012 del Complejo Volc&#x00E1;nico Puyehue-Cord&#x00F3;n Caulle (Andes del Sur)</trans-title>
               <trans-subtitle>Influencia del n&#x00FA;mero de mediciones de campo en la construcci&#x00F3;n de isopacas y la estimaci&#x00F3;n del volumen</trans-subtitle>
            </trans-title-group>
         </title-group>
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            <contrib contrib-type="author" corresp="yes">
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         <author-notes>
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               <label>&#x002A;</label> Corresponding author: <email xlink:href="jorge.romero@uoh.cl">jorge.romero@uoh.cl</email>
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         <pub-date date-type="pub"
                   publication-format="electronic"
                   iso-8601-date="2024-10-02">
            <day>02</day>
            <month>10</month>
            <year>2024</year>
         </pub-date>
         <pub-date date-type="collection"
                   publication-format="electronic"
                   iso-8601-date="2024-06-30">
            <day>30</day>
            <month>06</month>
            <year>2024</year>
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         <volume>80</volume>
         <issue>1</issue>
         <elocation-id>1075</elocation-id>
         <pub-history>
            <event>
               <event-desc>Recibido</event-desc>
               <date date-type="received" iso-8601-date="2023-09-14">
                  <day>14</day>
                  <month>09</month>
                  <year>2023</year>
               </date>
            </event>
            <event>
               <event-desc>Aceptado</event-desc>
               <date date-type="accepted" iso-8601-date="2023-12-05">
                  <day>05</day>
                  <month>12</month>
                  <year>2023</year>
               </date>
            </event>
            <event>
               <event-desc>Fecha de publicaci&#x00F3;n on-line</event-desc>
               <date date-type="pub" iso-8601-date="XXXX-XX-XX">
                  <day>XX</day>
                  <month>XX</month>
                  <year>XXXX</year>
               </date>
            </event>
         </pub-history>
         <permissions>
            <copyright-statement>&#x00A9; 2024 CSIC</copyright-statement>
            <copyright-year>2024</copyright-year>
            <copyright-holder>CSIC</copyright-holder>
            <ali:free_to_read/>
            <license license-type="open-access"
                     xlink:href="https://creativecommons.org/licenses/by-nc-nd/4.0/">
               <ali:license_ref>https://creativecommons.org/licenses/by-nc-nd/4.0/</ali:license_ref>
               <license-p>Este es un art&#x00ED;culo de acceso abierto distribuido bajo los t&#x00E9;rminos de la licencia de uso y distribuci&#x00F3;n Creative Commons Reconocimiento 4.0 Internacional (CC BY 4.0).</license-p>
            </license>
         </permissions>
         <self-uri xlink:href="XXXXXXXXXXXXXXXXXXXXXX">Enlace al PDF</self-uri>
         <abstract>
            <title>ABSTRACT</title>
            <p>Estimating tephra fall volumes is critical for assessing the impacts of explosive eruptions calculating eruption source parameters (ESPs). Estimates are subject to uncertainties that span from measuring deposit thicknesses to the different volume integration models implemented. In this sense, the number of field control points (FCPs) may produce variable volume outputs. In this contribution, we use a high-resolution dataset consisting of 270 FCPs to assess the 2011-2012 Puyehue-Cord&#x00F3;n Caulle sub-Plinian tephra volume (previously estimated at 0.5&#x2013;1.5&#x2009;km3). We used a suite of randomly selected sub-datasets of FCPs ranging from 10 to 250. Hand-drawn isopachs were then integrated by the exponential and Weibull methods, with the goal of determining a minimum sample size to obtain volume estimation with little or no variation compared to the full dataset. Obtained bulk volumes range from 0.91 to 22.7 km3. However, the estimates converge to 1.15 &#x00B1; 0.05 km3 when all the dataset is used, which is similar to results using c. 400 FCPs in the literature. Therefore, datasets of 89 and 60 samples for exponential and Weibull models, respectively, yield tephra fall volume estimates similar to considering the whole dataset. Notably, a small number of FCPs (50-70) generally produces volume overestimation to &#x2265;30 &#x0025; using the exponential method. Increasing FCPs yield more accurate isopach maps, while data distribution is important for volume uncertainty as medial observations account for larger volumes than the distal ones. These results provide new insights on the uncertainties associated with interpreting ESPs from tephra fall deposits.</p>
         </abstract>
         <trans-abstract xml:lang="es">
            <title>RESUMEN</title>
            <p>La estimaci&#x00F3;n de los vol&#x00FA;menes de ca&#x00ED;da de tefra es fundamental para evaluar los impactos de las erupciones explosivas y el c&#x00E1;lculo de los par&#x00E1;metros eruptivos de la fuente (PEF). Las estimaciones est&#x00E1;n sujetas a incertidumbres que abarcan desde la medici&#x00F3;n del espesor de los dep&#x00F3;sitos hasta los diferentes modelos de integraci&#x00F3;n de vol&#x00FA;menes implementados. En este sentido, el n&#x00FA;mero de puntos de control de campo (NPCs) puede producir resultados de volumen variables. En esta contribuci&#x00F3;n, utilizamos un conjunto de datos de alta resoluci&#x00F3;n consistente en 270 NPCs para evaluar el volumen aparente de tefra sub-Pliniano de Puyehue-Cord&#x00F3;n Caulle 2011-2012 (previamente estimado en 0,5-1,5 km3). Se utiliz&#x00F3; un conjunto de sub-datos seleccionados aleatoriamente de NPCs que oscilaban entre 10 y 250. A continuaci&#x00F3;n, se integraron isopacas dibujadas a mano mediante los m&#x00E9;todos exponencial y de Weibull, con el objetivo de determinar un tama&#x00F1;o de muestra m&#x00ED;nimo para obtener una estimaci&#x00F3;n estable del volumen de ca&#x00ED;da de tefra en comparaci&#x00F3;n con el conjunto de datos completo. Los vol&#x00FA;menes obtenidos oscilan entre 0,91 y 22,7 km3 aunque convergen en 1.15 &#x00B1; 0.05 km3 cuando se utiliza todo el conjunto de datos, lo que es similar a los resultados obtenidos utilizando ca. 400 NPCs en la literatura. Por lo tanto, los conjuntos de datos de 89 y 60 puntos para los modelos exponencial y Weibull, respectivamente, arrojan estimaciones del volumen de ca&#x00ED;da de tefra similares al conjunto de datos completo. En particular, un peque&#x00F1;o n&#x00FA;mero de NPCs (50-70) generalmente produce una sobreestimaci&#x00F3;n del volumen &#x2265;30 &#x0025; usando el m&#x00E9;todo exponencial. El aumento de NPCs produce mapas de isopacas m&#x00E1;s precisos, mientras que la distribuci&#x00F3;n de los datos es importante para la incertidumbre del volumen, ya que las observaciones mediales representan vol&#x00FA;menes mayores que las distales. Los resultados aportan una nueva visi&#x00F3;n sobre las incertidumbres asociadas a la interpretaci&#x00F3;n de los PEFs de los dep&#x00F3;sitos de ca&#x00ED;da de tefra.</p>
         </trans-abstract>
         <kwd-group>
            <kwd>Puyehue-Cord&#x00F3;n Caulle</kwd>
            <kwd>Tephra fall deposit</kwd>
            <kwd>Southern Volcanic Zone</kwd>
            <kwd>Andes</kwd>
            <kwd>Chile</kwd>
            <kwd>Argentina</kwd>
         </kwd-group>
         <kwd-group xml:lang="es">
            <kwd>Puyehue-Cord&#x00F3;n Caulle</kwd>
            <kwd>Dep&#x00F3;sito de ca&#x00ED;da de tefra</kwd>
            <kwd>Zona Volc&#x00E1;nica Sur</kwd>
            <kwd>Andes</kwd>
            <kwd>Chile</kwd>
            <kwd>Argentina</kwd>
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                        <institution>US National Science Foundation</institution>
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                  </funding-source>
                  <award-id id="awi-1-1075">0823380</award-id>
                  <award-id id="awi-2-1075">0917697</award-id>
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                        <institution>US Forest Service Pacific Northwest Research Station</institution>
                        <institution>Universidad Austral de Chile</institution>
                        <institution>Center for Climate and Resilience Research</institution>
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                  </funding-source>
                  <award-id id="awi-3-1075">CONICYT/FONDAP/15110009</award-id>
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                        <institution>Fondecyt</institution>
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                  <principal-award-recipient>JER</principal-award-recipient>
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               <funding-statement>This work was partially supported by US National Science Foundation grants 0823380 and 0917697, the US Forest Service Pacific Northwest Research Station, Direcci&#x00F3;n de Investigaci&#x00F3;n y Desarrollo (DID), Universidad Austral de Chile, and Center for Climate and Resilience Research (CR)2 (CONICYT/FONDAP/15110009). JER is funded by Fondecyt Iniciaci&#x00F3;n 11241126.</funding-statement>
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         <counts>
            <fig-count count="6"/>
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      </article-meta>
   </front>
   <body>
      <sec sec-type="intro" id="sec-1-1075">
         <title>Introduction</title>
         <p>Estimating the volume of tephra fall deposits is a recurrent problem in physical volcanology. Mapping the thickness, density, and mass accumulation of tephra fall deposits provides the necessary information for estimating the bulk and dense rock equivalent (DRE) volume and mass which are key eruption source parameters (ESPs) for explosive volcanic eruptions (Pyle et al. <xref rid="ref-63-1075" ref-type="bibr">2015</xref>; Bonadonna et al. 2015a; Spanu et al. <xref rid="ref-76-1075" ref-type="bibr">2016</xref>; Biass et al. 2019; Bonadonna et al., <xref rid="ref-15-1075" ref-type="bibr">2022</xref>). Eruption volume estimates are also necessary for models of volcanic ash transport, assessments of the risk from ash to infrastructure (roof collapse, road marking visibility), and environmental concerns. Tephra quantification represents a first response to the impacts of these eruptions. Therefore, for the management of the affected areas and the evaluation of the environmental, social, and economic impacts, it is essential to carry out a best-guess estimation of the volume and spatial distribution of tephra deposits.</p>
         <p>Variable erupted volume estimates may be a consequence of the complex spatial variability of the deposit thickness (e.g., Engwell et al., <xref rid="ref-34-1075" ref-type="bibr">2013</xref>; Buckland et al., <xref rid="ref-19-1075" ref-type="bibr">2020</xref>), field measurement uncertainty (Engwell et al. <xref rid="ref-34-1075" ref-type="bibr">2013</xref>), influence of isopach draftsmanship (Klawonn et al. <xref rid="ref-45-1075" ref-type="bibr">2014</xref>), isopach geometry (Bernard et al. <xref rid="ref-9-1075" ref-type="bibr">2013</xref>), extrapolation of data (Yang and Jenkins, <xref rid="ref-90-1075" ref-type="bibr">2023</xref>), and the incomplete sampling of tephra deposits (e.g., Andronico et al. <xref rid="ref-5-1075" ref-type="bibr">2014</xref>; Engwell et al. 2015; Green et al. 2016; Primerano et al. 2021; Constantinescu et al. 2022a, b). Also, the different integration methods applied to volume estimates have influence on these estimates (Pyle <xref rid="ref-64-1075" ref-type="bibr">1989</xref>; Fiersten and Nathenson <xref rid="ref-37-1075" ref-type="bibr">1992</xref>; Legros 2000; Bonadonna and Houghton <xref rid="ref-18-1075" ref-type="bibr">2005</xref>; Sulpizio <xref rid="ref-78-1075" ref-type="bibr">2005</xref>; Bonadonna and Costa <xref rid="ref-17-1075" ref-type="bibr">2012</xref>; Yang and Jenkins, <xref rid="ref-90-1075" ref-type="bibr">2023</xref>). Andronico et al. (<xref rid="ref-5-1075" ref-type="bibr">2014</xref>) determined that an incompletely sampled Etna tephra fall deposit (medial thickness data only) estimated only 22&#x0025; of the originally erupted mass for the total deposit. Similarly, bulk volume estimates of the Mazama tephra (Crater Lake, USA) range from 134-224 km<sup>3</sup> simply by using different combinations of field measurements and isopach maps (Buckland et al. <xref rid="ref-19-1075" ref-type="bibr">2020</xref>). Engwell et al (<xref rid="ref-35-1075" ref-type="bibr">2015</xref>) used the Fogo A deposit to demonstrate a systematic decrease in volume uncertainty when using a larger number of field measurements, and that the volume estimate stabilized when 60 or more thickness measurements were used. These authors also found that random sampling of the field data often under-represents proximal data, meaning that volume estimates are influenced by the spatial distribution of the data. Consequently, uncertainty sources also propagate to the estimation of ESPs (Bonadonna et al. <xref rid="ref-14-1075" ref-type="bibr">2015a</xref>). However, most studies of uncertainty propagation have been carried out using limited datasets (&#x003C;100 control points) on small-to-moderate sized eruptions (i.e., Volcanic Explosivity Index, VEI 2-4; Newhall and Self <xref rid="ref-60-1075" ref-type="bibr">1982</xref>).</p>
         <p>In 2011, a sub-Plinian eruption occurred in the Puyehue-Cord&#x00F3;n Caulle Volcanic Complex (PCCVC; 40.5&#x00B0;S, 72.2&#x00B0;W) in the Andean Southern Volcanic Zone. The tephra fall from the eruption impacted several Andean regions particularly over the Argentinean Patagonia (e.g., Wilson et al. <xref rid="ref-91-1075" ref-type="bibr">2013</xref>; Elissondo et al. <xref rid="ref-33-1075" ref-type="bibr">2016</xref>; Swanson et al. <xref rid="ref-79-1075" ref-type="bibr">2016</xref>; Romero et al. <xref rid="ref-68-1075" ref-type="bibr">2024</xref>). Field-based isopachs of the 2011-2012 PCCVC eruption were used to validate the volcanic ash forecast models (e.g., Collini et al. <xref rid="ref-23-1075" ref-type="bibr">2013</xref>; Tadini et al., <xref rid="ref-80-1075" ref-type="bibr">2022</xref>), which are relevant for hazard mapping, civil protection, air quality, and aviation. These results have also been used to evaluate the impact of the eruption (e.g., Gait&#x00E1;n et al. (<xref rid="ref-38-1075" ref-type="bibr">2011a</xref>, <xref rid="ref-39-1075" ref-type="bibr">b</xref>; Wilson et al. <xref rid="ref-91-1075" ref-type="bibr">2013</xref>; Elissondo et al. <xref rid="ref-33-1075" ref-type="bibr">2016</xref>; Montiel et al., <xref rid="ref-55-1075" ref-type="bibr">2022</xref>), prompting the intervention and aid to farmers from local to international authorities. Also, tephra distributions and volume estimates of the eruption helped to understand tephra impacts and remobilization events (e.g., Dominguez et al. <xref rid="ref-31-1075" ref-type="bibr">2020</xref>, <xref rid="ref-32-1075" ref-type="bibr">2021</xref>; Del Bello et al., <xref rid="ref-29-1075" ref-type="bibr">2022</xref>). The bulk erupted volume of the tephra fall deposit has been estimated by different authors between 0.5 and 1.5 km<sup>3</sup> (Gaitan 2011; Amigo et al. <xref rid="ref-4-1075" ref-type="bibr">2012</xref>; Silva et al. 2012; Pistolesi et al. 2015; Alloway et al. 2015; Naranjo et al. 2017).</p>
         <p>This paper explores how the number of field control points (FCPs) influences the tephra fall volume estimates. The dataset contains 270 FCPs collected between 2011 and 2018 from the 2011-2012 PCCVC (VEI 5) eruption. This is unlike other studies that have explored the sensitivity of volume estimates to field data distribution that used data from smaller deposits, such as K&#x012B;lauea Iki 1959 (Klawonn et al. <xref rid="ref-45-1075" ref-type="bibr">2014</xref>). The tephra deposit from the 2011-2012 PCCVC eruption is large and widespread, meaning that in some areas, the deposit has been remobilized or is difficult to access. In our contribution, we characterize the general stratigraphy of the deposit to ensure its pristine preservation. However, our main goal is to establish the minimum number of field measurements and associated isopachs required to reach a stable estimate of the tephra fall deposit volume. Moreover, we discuss the sources of variability in the volume estimates when certain sample sizes are used and how this can affect strategies for field data collection following a moderate explosive eruption.</p>
      </sec>
      <sec id="sec-2-1075">
         <title>The 2011-2012 Puyehue-Cord&#x00F3;n Caulle eruption</title>
         <sec id="sec-3-1075">
            <title>Volcanological overview</title>
            <p>The PCCVC (40.5&#x00B0;S, 72.2&#x00B0;W) is a cluster of Pleistocene-to-Holocene volcanic vents aligned in NW&#x2013;SE trend oblique to the main volcanic front of the Chilean Andes Southern Volcanic Zone (SVZ; <xref rid="fig-1-1075" ref-type="fig">Fig. 1a</xref>) (Lara et al. <xref rid="ref-48-1075" ref-type="bibr">2006a</xref>). Uniquely, the PCCVC erupts high-MgO basalt together with rhyodacite and rhyolite products, unlike those observed in most basaltic and basaltic andesite SVZ volcanoes (L&#x00F3;pez-Escobar et al. <xref rid="ref-52-1075" ref-type="bibr">1981</xref>; Hickey et al. <xref rid="ref-42-1075" ref-type="bibr">1986</xref>; Gerlach <xref rid="ref-40-1075" ref-type="bibr">1988</xref>; Tormey et al. <xref rid="ref-83-1075" ref-type="bibr">1991</xref>). The products consist of lava flows, lava domes, pumice fall deposits and lahars sourced from at least 27 vents from the Late Pleistocene (16.5 ka) to historical times (Katsui and Katz <xref rid="ref-44-1075" ref-type="bibr">1967</xref>; Lara et al. <xref rid="ref-51-1075" ref-type="bibr">2004</xref>, <xref rid="ref-48-1075" ref-type="bibr">2006a</xref>; Lara and Moreno <xref rid="ref-49-1075" ref-type="bibr">2006</xref>; Singer et al. <xref rid="ref-75-1075" ref-type="bibr">2008</xref>).</p>
            <fig id="fig-1-1075" position="float" orientation="portrait">
               <label>
                  <bold>Figure 1</bold>
               </label>
               <caption>
                  <title>Stratigraphy, internal architecture, and components of the 2011-2012 eruption tephra fall deposit. The thinning of the sequence is observed along the main dispersal axis (SE; a, and b) but also in the crosswind sections (c and d). Distal deposits lack any observable internal architecture (e and f).</title>
               </caption>
               <graphic id="gra-1-1075"
                        xlink:href="acd16228e3bb46ad89911d7a83f48e9b_001.jpeg"
                        position="anchor"
                        orientation="portrait"/>
            </fig>
            <p>At least six Holocene tephra fall deposits have been identified from the PCCVC, with bulk volumes ranging from 0.1 to 4.32 km<sup>3</sup> and a magnitude of about 5-6 (VEI 5; Naranjo et al. <xref rid="ref-59-1075" ref-type="bibr">2017</xref>; Toloza et al. <xref rid="ref-82-1075" ref-type="bibr">2020</xref>). A series of 0.6-0.7 ka BP sub-Plinian phreatomagmatic eruptions destroyed the summit of Puyehue volcano forming the Mil Hojas sequence, totaling 4.3 km<sup>3</sup> bulk volume (Naranjo et al. <xref rid="ref-59-1075" ref-type="bibr">2017</xref>; Alloway et al. <xref rid="ref-2-1075" ref-type="bibr">2021</xref>). In 1921-1922 a sub-Plinian eruption was followed by an effusive stage and erupted <italic toggle="yes">ca.</italic> 0.3 km<sup>3</sup> of DRE volume (Steffen, <xref rid="ref-77-1075" ref-type="bibr">1922</xref>; Krumm <xref rid="ref-46-1075" ref-type="bibr">1923</xref>; Katsui and Katz, <xref rid="ref-44-1075" ref-type="bibr">1967</xref>; Singer et al., <xref rid="ref-75-1075" ref-type="bibr">2008</xref>). Another sub-Plinian eruption was triggered 38 h after the May 22, 1960, M<sub>w</sub> 9.5 earthquake (Veyl, <xref rid="ref-87-1075" ref-type="bibr">1960</xref>; Katsui and Katz, <xref rid="ref-44-1075" ref-type="bibr">1967</xref>; Lara et al. <xref rid="ref-51-1075" ref-type="bibr">2004</xref>, 2006b; Lara and Moreno, <xref rid="ref-50-1075" ref-type="bibr">2006</xref>; Singer et al. <xref rid="ref-75-1075" ref-type="bibr">2008</xref>), erupting <italic toggle="yes">ca. </italic>0.57 km<sup>3</sup> tephra (DRE <italic toggle="yes">ca.</italic> 0.25 km<sup>3</sup>; Chapron et al., <xref rid="ref-22-1075" ref-type="bibr">2006</xref>; Lara et al. <xref rid="ref-48-1075" ref-type="bibr">2006a</xref>, 2006b). Both eruptions are characterized by rhyolitic to rhyodacitic bulk compositions (68.90-70.01 wt. &#x0025; SiO<sub>2</sub>). The tephra deposits from the two sub-Plinian eruptions are clearly recognizable in outcrops along the 215 international highway as two discrete, decimeter-scale layers containing partially weathered pumice lapilli. Petrological evidence suggests that the historical eruptions have all been fed by the same long-lived mush system (Seropian et al. <xref rid="ref-73-1075" ref-type="bibr">2021</xref>).</p>
            <p>Seismic swarms from a volcano-tectonic source occurred in May 1994, March 1999, and May 2007 (Lara et al. <xref rid="ref-48-1075" ref-type="bibr">2006a</xref>) and two uplift events occurred within the PCCVC between 2008 and 2010 (Jay et al. <xref rid="ref-43-1075" ref-type="bibr">2014</xref>). The 2011-2012 explosive eruption began at a site known as &#x201C;Las Sopas&#x201D; that formerly produced sulfur emissions, hot springs, steaming-ground, and acid-sulfate alterations (Sep&#x00FA;lveda et al. <xref rid="ref-72-1075" ref-type="bibr">2005</xref>).</p>
         </sec>
         <sec id="sec-4-1075">
            <title>The 2011-2012 eruption</title>
            <p>The June 4, 2011, PCCVC eruption was preceded by three ground uplift periods between 2003 and 2010 (Delgado, <xref rid="ref-30-1075" ref-type="bibr">2021</xref>) and a seismic unrest that began in December 2010 (Basualto et al. <xref rid="ref-7-1075" ref-type="bibr">2023</xref>). It consisted of an increase in the number and magnitude (M &#x003E; 3) of volcano-tectonic, long-period, and hybrid seismic events that became shallower (1-4 km depth) until April (Bertin et al. <xref rid="ref-10-1075" ref-type="bibr">2015</xref>). A source of deformation was observed between March and May 2011, covering 40 km<sup>2</sup> and accounting for a 6 cm uplift (Jay, <xref rid="ref-43-1075" ref-type="bibr">2014</xref>). In May 2011, the magnitude of earthquakes reached M&#x007E;4 and one day prior to the eruption their frequency was 25 events per hour (Lara et al. <xref rid="ref-47-1075" ref-type="bibr">2012</xref>).</p>
            <p>The eruption started around 18:45 UTC on June 4, 2011, and initially produced a sustained sub-Plinian eruption column (&#x007E;14 km above sea level, asl). The initial phase lasted 27 hours and the tephra fall caused severe disruption over the Argentinean Patagonia (Collini et al. <xref rid="ref-23-1075" ref-type="bibr">2013</xref>; Schipper et al. <xref rid="ref-71-1075" ref-type="bibr">2013</xref>; Jay et al. <xref rid="ref-43-1075" ref-type="bibr">2014</xref>; Murriello and Garc&#x00ED;a, <xref rid="ref-58-1075" ref-type="bibr">2023</xref>) and around PCCV in Chile (e.g., Marin et al., <xref rid="ref-53-1075" ref-type="bibr">2020</xref>; Vergara-Pinto and Marin, <xref rid="ref-85-1075" ref-type="bibr">2023</xref>; Vergara-Pinto and Romero, <xref rid="ref-86-1075" ref-type="bibr">2023</xref>). In the following days, the eruption column oscillated between heights of 3&#x2013;10 km asl fed by the waning explosive phase (Castro et al. <xref rid="ref-20-1075" ref-type="bibr">2013</xref>). Lava effusion started on June 15 (Bertin et al. <xref rid="ref-10-1075" ref-type="bibr">2015</xref>), which was coincident with explosive activity characterized by mixed gas and ash jetting punctuated by Vulcanian blasts with eruption columns up to 6 km high (Schipper et al. <xref rid="ref-71-1075" ref-type="bibr">2013</xref>). During the eruption, the explosivity correlated directly with the number of earthquakes per hour. Most of the tephra dispersal occurred towards the NNE and ESE as a result of the prevailing winds. The effusive phase had discharge rates up to 70 m<sup>3</sup>s<sup>-1</sup> and finished by mid-2012 (Bertin et al. 2015). The rhyodacitic lava flow covered &#x007E;7 km<sup>2</sup> with the extent limited by a graben and the 1960 lava flow to the south. While the 1960 eruption formed a 4 km-length fissure system, the 2011-2012 eruptions were centralized, forming a 0.5 x 0.9 km-diameter pyroclastic cone. Northeast of this cone, proximal tephra fall sequences, and composite PDC-tephra fall-ballistic deposits reached &#x007E;3 m and &#x003E; 15 m-thick, respectively. Since the eruption, at least three ground uplift events have occurred between 2012 and 2019 at rates from 6 to 45 cm/yr, resulting in &#x003E;1 m total uplift (Euillades et al., <xref rid="ref-36-1075" ref-type="bibr">2017</xref>; Delgado, <xref rid="ref-30-1075" ref-type="bibr">2021</xref>).</p>
            <p>The 2011- 2012 tephra fall deposit was characterized in detail by Pistolesi et al. (<xref rid="ref-61-1075" ref-type="bibr">2015</xref>). The pyroclastic units from the main sub-Plinian phase and the activity up to June 11 correspond to Unit I (layers A to F, deposited by 4-5 June), Unit II (layers G to H, deposited by 5- 6 June) and Unit III (layers K1 to K5, deposited by 7-11 June). Within 25 km from the vent, the sequence is dominated by multiple lapilli-bearing fall layers (Units I and II) overlain by cm-thick, light gray, ash-rich fall layers (Unit III). In the most proximal outcrops, along the slopes of the PCCVC, a fourth and younger unit can also be recognized and is represented by very fine-grained, thin (few millimeters to 1-2 cm) white ash related to the eruptive activity continuing to the end of the eruption in 2012.</p>
            <p>As shown in <xref rid="taw-1-1075" ref-type="table">Table 1</xref>, several authors have estimated the bulk and DRE volume of the tephra fall deposit.</p>
            <table-wrap id="taw-1-1075" position="float" orientation="portrait">
               <label>
                  <bold>Table 1</bold>
               </label>
               <caption>
                  <title>Bulk and dense rock equivalent (DRE) tephra volume estimates for the 2011-2012 Puyehue-Cord&#x00F3;n Caulle VEI 4 eruption according to different authors, including the number of field control points (FCPs). Methods include E= exponential thinning (Pyle, <xref rid="ref-64-1075" ref-type="bibr">1989</xref>; Fierstein and Nathenson, <xref rid="ref-37-1075" ref-type="bibr">1992</xref>), PL=Power Law (Bonadonna and Houghton, <xref rid="ref-18-1075" ref-type="bibr">2005</xref>) and W=Weibull (Bonadonna and Costa, <xref rid="ref-17-1075" ref-type="bibr">2012</xref>).</title>
               </caption>
               <table id="tab-1-1075" frame="hsides" rules="none" border="1">
                  <thead>
                     <tr>
                        <th style="width:135.4pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;border-bottom:nil;border-right:nil;"
                            rowspan="1"
                            colspan="1">
                           <bold>Reference</bold>
                        </th>
                        <th style="width:97.35pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;border-bottom:nil;border-right:nil;"
                            rowspan="1"
                            colspan="1">
                           <bold>Tephra volume estimate (km)</bold>
                        </th>
                        <th style="width:95.15pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;border-bottom:nil;border-right:nil;"
                            rowspan="1"
                            colspan="1">
                           <bold>Type of estimate</bold>
                        </th>
                        <th style="width:60.4pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;border-bottom:nil;border-right:nil;"
                            rowspan="1"
                            colspan="1">
                           <bold>FCPs</bold>
                        </th>
                        <th style="width:99.75pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;border-bottom:nil;border-right:nil;"
                            rowspan="1"
                            colspan="1">
                           <bold>Method</bold>
                        </th>
                     </tr>
                  </thead>
                  <tbody>
                     <tr>
                        <td style="width:135.4pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center; white-space:pre-line"
                            rowspan="1"
                            colspan="1">Gaitan et al. 
         (<xref rid="ref-38-1075" ref-type="bibr">2011</xref>)</td>
                        <td style="width:97.35pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">1.46</td>
                        <td style="width:95.15pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Bulk</td>
                        <td style="width:60.4pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">276</td>
                        <td style="width:99.75pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Krigging/GIS</td>
                     </tr>
                     <tr>
                        <td style="width:135.4pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center; white-space:pre-line"
                            rowspan="1"
                            colspan="1">Amigo et al. 
         (<xref rid="ref-4-1075" ref-type="bibr">2012</xref>)</td>
                        <td style="width:97.35pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">0.82 (0.25)</td>
                        <td style="width:95.15pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Bulk (DRE)</td>
                        <td style="width:60.4pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">-</td>
                        <td style="width:99.75pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">E</td>
                     </tr>
                     <tr>
                        <td style="width:135.4pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center; white-space:pre-line"
                            rowspan="1"
                            colspan="1">Silva et al 
         (<xref rid="ref-74-1075" ref-type="bibr">2012</xref>)</td>
                        <td style="width:97.35pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">0.5-1.0 (0.2-0.4)</td>
                        <td style="width:95.15pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Bulk (DRE)</td>
                        <td style="width:60.4pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">-</td>
                        <td style="width:99.75pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">-</td>
                     </tr>
                     <tr>
                        <td style="width:135.4pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center; white-space:pre-line"
                            rowspan="1"
                            colspan="1">Alloway et al.
         (<xref rid="ref-3-1075" ref-type="bibr">2015</xref>)</td>
                        <td style="width:97.35pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">1.0</td>
                        <td style="width:95.15pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Bulk </td>
                        <td style="width:60.4pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">400</td>
                        <td style="width:99.75pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">-</td>
                     </tr>
                     <tr>
                        <td style="width:135.4pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center; white-space:pre-line"
                            rowspan="1"
                            colspan="1">Pistolesi et al. 
         (<xref rid="ref-61-1075" ref-type="bibr">2015</xref>)</td>
                        <td style="width:97.35pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">0.76-1.26</td>
                        <td style="width:95.15pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Bulk</td>
                        <td style="width:60.4pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">70</td>
                        <td style="width:99.75pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">E/PL/W</td>
                     </tr>
                     <tr>
                        <td style="width:135.4pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;border-bottom:nil;border-right:nil;text-align:center; white-space:pre-line"
                            rowspan="1"
                            colspan="1">Naranjo et al. 
         (<xref rid="ref-59-1075" ref-type="bibr">2017</xref>)</td>
                        <td style="width:97.35pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">0.98 (0.39)</td>
                        <td style="width:95.15pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Bulk (DRE)</td>
                        <td style="width:60.4pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">-</td>
                        <td style="width:99.75pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">E</td>
                     </tr>
                  </tbody>
               </table>
            </table-wrap>
         </sec>
         <sec id="sec-5-1075">
            <title>Deposit stratigraphy</title>
            <p>The most proximal locations observed E and NE from the vent (&#x007E;1.2 km) consist of a coarse grained, lapilli-to-bomb sized, pumice tephra fall deposit of &#x007E;3 to 3.2 m in overall thickness. These deposits are well bedded and have alternate finer and coarser pumice fall and ash layers. Complex sequences lying NE from the vent reflect the interplay between the coincident tephra fall and pyroclastic density currents during the sustained phase of the eruption.</p>
            <p>At medial downwind locations, the tephra fall deposit consists of 3 to 9 pumice lapilli-to-ash layers (<xref rid="fig-1-1075" ref-type="fig">Fig. 1</xref>). From base to top, the thickest described section (<xref rid="fig-1-1075" ref-type="fig">Fig. 1a</xref>; 215 highway, 57 cm-thick) starts with layer A consisting of &#x007E;7 cm-thick ungraded fine white sub-rounded lapilli pumice; largest-sized pumice fragments are highly vesicular and up to 0.7 cm in diameter. Above, layer B is a &#x007E;14 cm-thick non-graded fine-to-medium white pinkish lapilli pumice layer with largest clasts up to 2.5 cm in diameter. Layers A and B contain 5-15 &#x0025; angular black cognate lithics (0.1-0.3 cm diameter). Layers C and D (8 and 5 cm-thick, respectively) are inversely graded and contain fine-to-medium clear-brown to yellowish blocky lapilli pumice. To the top, the sequence has two layers, named E and F, with thicknesses of 4 and 3 cm, respectively; these layers are composed of ungraded, medium yellowish subrounded or blocky lapilli with the largest particles reaching 1.5 and 2.0 cm in diameter. Increasing concentrations of angular black lithics are observed towards the top, some up to 1 cm in diameter. While layer H consists of &#x007E;2 cm-thick coarse ash and fine lapilli with a white-grayish color, the package of K layers is &#x007E;4 cm-thick and contains fine yellowish lapilli pumice with overall reverse grading. The uppermost layer (L) consists of &#x007E;2 cm of finely laminated gray ash. According to the interpretation of Pistolesi et al (<xref rid="ref-61-1075" ref-type="bibr">2015</xref>), layers A-F comprise Unit I, while Unit II are layers G and H. All the layers in K form Unit III, whereas Unit IV corresponds to layer L. The integrity of the so-called Unit I is generally well-preserved in the farthest exposures of the medial sites (<xref rid="fig-1-1075" ref-type="fig">Fig. 1b, c</xref>), however, layers A and D-F thin out rapidly and the contact between B and C becomes diffuse.</p>
            <p>The medial crosswind deposits, north of Puyehue-Cord&#x00F3;n Caulle are different from the downwind exposures: the basal layer is a massive coarse brown pumiceous ash (A-F; &#x007E;1.5 cm-thick). On top, layer G (&#x007E;3.0 cm-thick) is composed of reverse-graded fine-to-medium grained white lapilli pumiceous fragments (&#x007E; 50&#x0025;), black volcanic glass (&#x007E; 40 &#x0025;), and dark angular lithic fragments (&#x007E;10 &#x0025;) from 0.4 to 1.0 cm diameter. However, this layer has only been found up to 6.5 km N from the vent (<xref rid="fig-1-1075" ref-type="fig">Fig. 1d</xref>). Above this layer, the Unit III sequence consists of at least five layers (totaling &#x003E;5 cm), characterized by alternating white fine ash and dark-black glassy angular fragments. To the lower part of the sequence, the contacts are sharp, while towards the top they are mainly gradational.</p>
            <p>At distal locations, the downwind tephra fall consists of a single homogeneous white or grayish ash fall layer with some color grading in the middle of the vertical exposure (<xref rid="fig-1-1075" ref-type="fig">Fig. 1e, f</xref>) with the thickness varying from a few mm to a few cm.</p>
            <p>The integrity of the proximal-to-medial sections agrees with the stratigraphy described by Pistolesi et al (<xref rid="ref-61-1075" ref-type="bibr">2015</xref>). Moreover, we did not notice evidence of remobilization or deposit transformation at selected sites for this study. Thus, we suggest all our observations well represent the primary tephra fall deposit and are suitable for volume estimates.</p>
         </sec>
      </sec>
      <sec sec-type="methods" id="sec-6-1075">
         <title>Methods</title>
         <p>Our dataset contains 270 proximal to distal tephra FCPs (Supplementary Table S1) of which 221 were collected in the Argentinean Patagonia between June 7 and July 31, 2011, by one of the authors (JJG). Discrete ash resuspension events occurred at least five times between June and July 2011 (Forte et al. 2018). However, the comprehensive remobilization of the distal ash (erosion, transport, and re-deposition) occurred months to years after the initial phase of the eruption and involved a large-scale transformation of the deposit architecture (Dominguez et al. <xref rid="ref-31-1075" ref-type="bibr">2020</xref>). Our distal sites were in wind-protected areas that showed no evidence of aeolian remobilization or water runoff. The remaining 49 FCPs reported in this work were studied across three periods of fieldwork in Chile and Argentina between June 16 and 20 , 2011, January 5- 9 and 25, 2012 by JER and FJS (authors). In these areas, tephra has been removed by hydrologic processes for years after the eruption, affecting watersheds and their corresponding deltas (Beigt et al. <xref rid="ref-8-1075" ref-type="bibr">2019</xref>). We ensured that the FCP sites were in areas protected from erosion, re-deposition and slope run-off. Another 10 follow-up observations were carried out to validate initial profile descriptions in the proximal-medial zone in January 2018. We compared measurements of tephra thickness at these sites and found that any changes measured were smaller than 4&#x0025; of the original thickness. In addition, we carried out stratigraphic descriptions that were compared to published works (e.g., Pistolesi et al., <xref rid="ref-61-1075" ref-type="bibr">2015</xref>) to verify the preservation of all primary features within the deposits. In summary, we do not expect that our thickness measurements and subsequent volume estimates have been affected by erosive processes, as observed in tephras subject to thickness changes at other volcanoes (see Cutler et al. <xref rid="ref-27-1075" ref-type="bibr">2018</xref>, <xref rid="ref-26-1075" ref-type="bibr">2020</xref>).</p>
         <p>
            <xref rid="fig-1-1075" ref-type="fig">Figure 1</xref> was obtained using R (R core team, 2021) and shows a directional variogram for the data in different directions (0&#x00B0;, 45&#x00B0;, 90&#x00B0; and 135&#x00B0;). There are no major differences among the different directions (<xref rid="fig-2-1075" ref-type="fig">Fig. 2a</xref>), suggesting that the data is homogeneously distributed, so the process should be considered as isotropic. <xref rid="fig-2-1075" ref-type="fig">Fig. 2b</xref> also shows the Voronoi tessellation, where it is evident that the Gait&#x00E1;n et al. (<xref rid="ref-38-1075" ref-type="bibr">2011a</xref>) dataset concentrated in more distant areas from the crater, whereas Romero et al. (2012) and Swanson et al. (<xref rid="ref-79-1075" ref-type="bibr">2016</xref>) made observations in areas closer to the crater. The measurements are also distributed well around the deposition zone but access is limited.</p>
         <fig id="fig-2-1075" position="float" orientation="portrait">
            <label>
               <bold>Figure 2</bold>
            </label>
            <caption>
               <title>Directional variogram in the 0&#x00B0;, 45&#x00B0;, 90&#x00B0; and 135&#x00B0; (a) and Voronoi tessellation (b) for the 270 measurements of tephra FCPs of the Puyehue-Cord&#x00F3;n Caulle eruption in 2011-2012. (c) is a zoom of the indicated area in (b). These diagrams show that the FCPs are distributed homogeneously rather than in a preferential direction.</title>
            </caption>
            <graphic id="gra-2-1075"
                     xlink:href="acd16228e3bb46ad89911d7a83f48e9b_002.jpeg"
                     position="anchor"
                     orientation="portrait"/>
         </fig>
         <p>We assign each FCP (thickness value and latitude and longitude) a correlative identifier (IDs between 1 and 270). We then take sub-samples without repositioning of the FCP dataset for different numbers of FCPs where <inline-formula id="ifo-1-1075">
               <mml:math display="inline" id="mml-2-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula> is the number of FCPs (Supplementary Table S2). Increasing in intervals of 10 FCP points, we produce 4 sub-samples for <inline-formula id="ifo-2-1075">
               <mml:math display="inline" id="mml-3-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula> = 10 to <inline-formula id="ifo-3-1075">
               <mml:math display="inline" id="mml-4-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula> =50. Then for <inline-formula id="ifo-4-1075">
               <mml:math display="inline" id="mml-5-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula>=60 to <inline-formula id="ifo-5-1075">
               <mml:math display="inline" id="mml-6-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula>=120, we obtain 3 different sub-samples for the value of <inline-formula id="ifo-6-1075">
               <mml:math display="inline" id="mml-7-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula>. For <inline-formula id="ifo-7-1075">
               <mml:math display="inline" id="mml-8-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula> =130 to <inline-formula id="ifo-8-1075">
               <mml:math display="inline" id="mml-9-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula> =180 we generate 2 sub-samples for each value of n. Finally, for <inline-formula id="ifo-9-1075">
               <mml:math display="inline" id="mml-10-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula> =190 to <inline-formula id="ifo-10-1075">
               <mml:math display="inline" id="mml-11-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula> =250, we obtain only one sub-sample per value of n (Supplementary Table S2). This results in 60 subsets of FCPs which we use to construct individual isopach maps (arbitrary contours depending on the dataset; Supplementary Table S2) and the related volume estimate.</p>
         <p>All the isopachs were drawn by two volcanologists without any field experience in the deposit or any knowledge of the existing isopach maps, to avoid bias from previous work. However, to help in the &#x201C;blind&#x201D; isopach drawing process, they were advised about the location of the vent and the approximate dispersal direction (e.g., towards the E). Each volcanologist used the same dataset to produce 60 isopach maps; they first drew the maps with the smaller <inline-formula id="ifo-11-1075">
               <mml:math display="inline" id="mml-12-1075">
                  <mml:mtext fontstyle="italic"/>
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula> datasets. The subjectivity of the scientist during the drawing process is not evaluated in this contribution, its influence in the isopach shape and volume estimate was previously reported in Bernard et al. (<xref rid="ref-9-1075" ref-type="bibr">2013</xref>). We calculate the volumes of the tephra deposit using the AshCalc online tool (Daggit et al., <xref rid="ref-28-1075" ref-type="bibr">2014</xref>) which is based on the thickness&#x2013;area relationships to derive a volume as follows:</p>
         <disp-formula id="dif-1-1075">
            <label>(1)</label>
            <mml:math display="inline" id="mml-13-1075">
               <mml:msubsup>
                  <mml:mo>&#x222B;</mml:mo>
                  <mml:mrow>
                     <mml:mn>0</mml:mn>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>&#x221E;</mml:mi>
                  </mml:mrow>
               </mml:msubsup>
               <mml:mrow>
                  <mml:mi>T</mml:mi>
                  <mml:mo>(</mml:mo>
                  <mml:mi>x</mml:mi>
                  <mml:mo>)</mml:mo>
                  <mml:mi>d</mml:mi>
                  <mml:mi>A</mml:mi>
                  <mml:mo>)</mml:mo>
                  <mml:mo>=</mml:mo>
               </mml:mrow>
               <mml:mtext>
     </mml:mtext>
               <mml:mn>2</mml:mn>
               <mml:msubsup>
                  <mml:mo>&#x222B;</mml:mo>
                  <mml:mrow>
                     <mml:mn>0</mml:mn>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>&#x221E;</mml:mi>
                  </mml:mrow>
               </mml:msubsup>
               <mml:mrow>
                  <mml:mi>T</mml:mi>
                  <mml:mo>(</mml:mo>
                  <mml:mi>x</mml:mi>
                  <mml:mo>)</mml:mo>
                  <mml:mi>d</mml:mi>
                  <mml:mi>x</mml:mi>
               </mml:mrow>
               <mml:mtext>
     </mml:mtext>
               <mml:mtext>
     </mml:mtext>
            </mml:math>
         </disp-formula>
         <p>Where <inline-formula id="ifo-12-1075">
               <mml:math display="inline" id="mml-14-1075">
                  <mml:mi>T</mml:mi>
                  <mml:mo>(</mml:mo>
                  <mml:mi>x</mml:mi>
                  <mml:mo>)</mml:mo>
               </mml:math>
            </inline-formula> corresponds to the isopach area. Multiple methods have proposed different relationships between the thickness T and the isopach area. AshCalc allows using the exponential method (<xref rid="dif-2-1075" ref-type="disp-formula">eq. 2</xref>; Pyle, <xref rid="ref-64-1075" ref-type="bibr">1989</xref>), the exponential method through the trapezoidal rule for multiple linear segments (Fierstein and Nathenson <xref rid="ref-37-1075" ref-type="bibr">1992</xref>), the Power Law method (<xref rid="dif-3-1075" ref-type="disp-formula">eq. 3</xref>; Bonadonna et al., <xref rid="ref-13-1075" ref-type="bibr">1998</xref>; Bonadonna and Houghton, <xref rid="ref-12-1075" ref-type="bibr">2005</xref>), and the Weibull method (<xref rid="dif-4-1075" ref-type="disp-formula">eq. 4</xref>; Bonadonna and Costa <xref rid="ref-17-1075" ref-type="bibr">2012</xref>).</p>
         <disp-formula id="dif-2-1075">
            <label>(2)</label>
            <mml:math display="inline" id="mml-15-1075">
               <mml:mi>T</mml:mi>
               <mml:mo>(</mml:mo>
               <mml:mi>x</mml:mi>
               <mml:mo>)</mml:mo>
               <mml:mo>=</mml:mo>
               <mml:msup>
                  <mml:mrow>
                     <mml:mi>c</mml:mi>
                     <mml:mi>e</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mo>-</mml:mo>
                     <mml:mi>m</mml:mi>
                     <mml:mi>x</mml:mi>
                  </mml:mrow>
               </mml:msup>
            </mml:math>
         </disp-formula>
         <disp-formula id="dif-3-1075">
            <label>(3)</label>
            <mml:math display="inline" id="mml-16-1075">
               <mml:mi>T</mml:mi>
               <mml:mo>(</mml:mo>
               <mml:mi>x</mml:mi>
               <mml:mo>)</mml:mo>
               <mml:mo>=</mml:mo>
               <mml:msup>
                  <mml:mrow>
                     <mml:mi>c</mml:mi>
                     <mml:mi>x</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mo>-</mml:mo>
                     <mml:mi>m</mml:mi>
                  </mml:mrow>
               </mml:msup>
            </mml:math>
         </disp-formula>
         <disp-formula id="dif-4-1075">
            <label>(4)</label>
            <mml:math display="inline" id="mml-17-1075">
               <mml:mi>T</mml:mi>
               <mml:mo>(</mml:mo>
               <mml:mi>x</mml:mi>
               <mml:mo>)</mml:mo>
               <mml:mo>=</mml:mo>
               <mml:mi>θ</mml:mi>
               <mml:msup>
                  <mml:mrow>
                     <mml:mo>(</mml:mo>
                     <mml:mfrac>
                        <mml:mrow>
                           <mml:mi>x</mml:mi>
                        </mml:mrow>
                        <mml:mrow>
                           <mml:mi>λ</mml:mi>
                        </mml:mrow>
                     </mml:mfrac>
                     <mml:mo>)</mml:mo>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>k</mml:mi>
                     <mml:mo>-</mml:mo>
                     <mml:mn>2</mml:mn>
                  </mml:mrow>
               </mml:msup>
               <mml:msup>
                  <mml:mrow>
                     <mml:mi>e</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:msup>
                        <mml:mrow>
                           <mml:mo>(</mml:mo>
                           <mml:mfrac>
                              <mml:mrow>
                                 <mml:mi>x</mml:mi>
                              </mml:mrow>
                              <mml:mrow>
                                 <mml:mi>λ</mml:mi>
                              </mml:mrow>
                           </mml:mfrac>
                           <mml:mo>)</mml:mo>
                        </mml:mrow>
                        <mml:mrow>
                           <mml:mi>k</mml:mi>
                        </mml:mrow>
                     </mml:msup>
                  </mml:mrow>
               </mml:msup>
            </mml:math>
         </disp-formula>
         <p>In <xref rid="dif-2-1075" ref-type="disp-formula">eq. 2</xref>
            <inline-formula id="ifo-13-1075">
               <mml:math display="inline" id="mml-18-1075">
                  <mml:mi>c</mml:mi>
               </mml:math>
            </inline-formula> is the theoretical maximum thickness at the vent and <inline-formula id="ifo-14-1075">
               <mml:math display="inline" id="mml-19-1075">
                  <mml:mi>m</mml:mi>
               </mml:math>
            </inline-formula> the rate of decrease in tephra thickness, whereas in <xref rid="dif-3-1075" ref-type="disp-formula">eq. 3</xref>
            <inline-formula id="ifo-15-1075">
               <mml:math display="inline" id="mml-20-1075">
                  <mml:mi>c</mml:mi>
               </mml:math>
            </inline-formula> represents a linear scaling factor. In <xref rid="dif-2-1075" ref-type="disp-formula">eq. 4</xref>, <inline-formula id="ifo-16-1075">
               <mml:math display="inline" id="mml-21-1075">
                  <mml:mi>λ</mml:mi>
               </mml:math>
            </inline-formula>represents the characteristic decay length scale of deposit thinning (typically expressed in kilometers), <inline-formula id="ifo-17-1075">
               <mml:math display="inline" id="mml-22-1075">
                  <mml:mi>θ</mml:mi>
               </mml:math>
            </inline-formula> represents a thickness scale (typically expressed in centimeters), and <inline-formula id="ifo-18-1075">
               <mml:math display="inline" id="mml-23-1075">
                  <mml:mi>k</mml:mi>
               </mml:math>
            </inline-formula> is a shape parameter (dimensionless) (Bonadonna and Houghton, <xref rid="ref-12-1075" ref-type="bibr">2005</xref>). These models require some specific inputs, such as the number of exponential segments to be integrated for the exponential model, or the number of hill-climbing runs, number of iterations per hill-climbing run and upper and lower bounds for λ and k (Daggit et al., <xref rid="ref-28-1075" ref-type="bibr">2014</xref>). Instructions to determine the latter are provided in the software, and our choice is available in Supplementary Table S3, alongside the full list of the volume estimates. We did not use the Power-Law method because it requires the choice of proximal and distal limits of integration, which requires additional information considered unknown in this &#x201C;blind-type&#x201D; exercise (Houghton and Bonadonna <xref rid="ref-12-1075" ref-type="bibr">2005</xref>).</p>
         <p>In order to estimate a minimum sample size to obtain a confident tephra fall volume, we consider a regression model with one break point (Muggeo <xref rid="ref-56-1075" ref-type="bibr">2003</xref>) in the following way (<xref rid="dif-5-1075" ref-type="disp-formula">eq. 5</xref> and <xref rid="dif-6-1075" ref-type="disp-formula">6</xref>):</p>
         <disp-formula id="dif-5-1075">
            <label>(5)</label>
            <mml:math display="inline" id="mml-24-1075">
               <mml:mrow>
                  <mml:msub>
                     <mml:mtext>Volume</mml:mtext>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
                  <mml:mo>=</mml:mo>
                  <mml:mi>&#x03B1;</mml:mi>
                  <mml:mo>&#x002B;</mml:mo>
                  <mml:mi>β</mml:mi>
                  <mml:mo>&#x00D7;</mml:mo>
                  <mml:msub>
                     <mml:mi>n</mml:mi>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
                  <mml:mo>,</mml:mo>
                  <mml:mtext> for </mml:mtext>
                  <mml:msub>
                     <mml:mi>n</mml:mi>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
                  <mml:mo>&#x003C;</mml:mo>
                  <mml:mi>φ</mml:mi>
               </mml:mrow>
            </mml:math>
         </disp-formula>
         <disp-formula id="dif-6-1075">
            <label>(6)</label>
            <mml:math display="inline" id="mml-25-1075">
               <mml:mrow>
                  <mml:msub>
                     <mml:mtext>Volume</mml:mtext>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
                  <mml:mo>=</mml:mo>
                  <mml:mi>&#x03B1;</mml:mi>
                  <mml:mo>-</mml:mo>
                  <mml:mi>φ</mml:mi>
                  <mml:mo>&#x00D7;</mml:mo>
                  <mml:mi>γ</mml:mi>
                  <mml:mo>&#x002B;</mml:mo>
                  <mml:mfenced>
                     <mml:mrow>
                        <mml:mi>β</mml:mi>
                        <mml:mo>&#x002B;</mml:mo>
                        <mml:mi>γ</mml:mi>
                     </mml:mrow>
                  </mml:mfenced>
                  <mml:mo>&#x00D7;</mml:mo>
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
                  <mml:mo>,</mml:mo>
                  <mml:mtext> for </mml:mtext>
                  <mml:msub>
                     <mml:mi>n</mml:mi>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
                  <mml:mo>&#x2265;</mml:mo>
                  <mml:mi>φ</mml:mi>
               </mml:mrow>
            </mml:math>
         </disp-formula>
         <p>Where <italic toggle="yes">Volumei</italic> is the estimation based on the exponential or Weibull models for the tephra fall volume for the respective sample size. In other words, the model considers two continuous regression lines with different intercepts and slopes for the intervals where <inline-formula id="ifo-20-1075">
               <mml:math display="inline" id="mml-27-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
                  <mml:mo>&#x003C;</mml:mo>
                  <mml:mi>φ</mml:mi>
               </mml:math>
            </inline-formula> and <inline-formula id="ifo-21-1075">
               <mml:math display="inline" id="mml-28-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
                  <mml:mo>&#x2265;</mml:mo>
                  <mml:mi>φ</mml:mi>
               </mml:math>
            </inline-formula>. Two hypotheses are of interest:</p>
         <disp-formula id="dif-7-1075">
            <label>(7), and</label>
            <mml:math display="inline" id="mml-29-1075">
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>H</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mn>0</mml:mn>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>:</mml:mo>
               <mml:mi>β</mml:mi>
               <mml:mo>&#x002B;</mml:mo>
               <mml:mi>γ</mml:mi>
               <mml:mo>=</mml:mo>
               <mml:mn>0</mml:mn>
               <mml:mo>,</mml:mo>
               <mml:mtext> versus </mml:mtext>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>H</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mn>1</mml:mn>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>:</mml:mo>
               <mml:mi>β</mml:mi>
               <mml:mo>&#x002B;</mml:mo>
               <mml:mi>γ</mml:mi>
               <mml:mo>&#x2260;</mml:mo>
               <mml:mn>0</mml:mn>
               <mml:mo>,</mml:mo>
            </mml:math>
         </disp-formula>
         <disp-formula id="dif-8-1075">
            <label>(8)</label>
            <mml:math display="inline" id="mml-30-1075">
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>H</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mn>0</mml:mn>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>:</mml:mo>
               <mml:mi>&#x03B1;</mml:mi>
               <mml:mo>-</mml:mo>
               <mml:mi>φ</mml:mi>
               <mml:mo>&#x00D7;</mml:mo>
               <mml:mi>γ</mml:mi>
               <mml:mo>=</mml:mo>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>v</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mn>0</mml:mn>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>,</mml:mo>
               <mml:mtext> versus </mml:mtext>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>H</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mn>1</mml:mn>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>:</mml:mo>
               <mml:mi>&#x03B1;</mml:mi>
               <mml:mo>-</mml:mo>
               <mml:mi>φ</mml:mi>
               <mml:mo>&#x00D7;</mml:mo>
               <mml:mi>γ</mml:mi>
               <mml:mo>&#x2260;</mml:mo>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>v</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mn>0</mml:mn>
                  </mml:mrow>
               </mml:msub>
            </mml:math>
         </disp-formula>
         <p>where <inline-formula id="ifo-22-1075">
               <mml:math display="inline" id="mml-31-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>v</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mn>0</mml:mn>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula> is the estimated tephra fall volume, based on the complete data set for the respective model (i.e., <inline-formula id="ifo-23-1075">
               <mml:math display="inline" id="mml-32-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>v</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mn>0</mml:mn>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula>=1.214 and <inline-formula id="ifo-24-1075">
               <mml:math display="inline" id="mml-33-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>v</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mn>0</mml:mn>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula>=1.103 for the exponential and Weibull models, respectively).</p>
         <p>We test two hypotheses; the first indicates that, for any <inline-formula id="ifo-25-1075">
               <mml:math display="inline" id="mml-34-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
                  <mml:mo>&#x2265;</mml:mo>
                  <mml:mi>φ</mml:mi>
               </mml:math>
            </inline-formula>, the estimated volume is constant, and the second hypothesis is valid if such constant is the &#x201C;true&#x201D; tephra fall volume for <inline-formula id="ifo-26-1075">
               <mml:math display="inline" id="mml-35-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
                  <mml:mo>&#x003E;</mml:mo>
                  <mml:mi>φ</mml:mi>
               </mml:math>
            </inline-formula>. If <inline-formula id="ifo-27-1075">
               <mml:math display="inline" id="mml-36-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>H</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mn>0</mml:mn>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula> were validated for (7) and (8), we could say that the estimation of the tephra fall volume based on the sample size <inline-formula id="ifo-28-1075">
               <mml:math display="inline" id="mml-37-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula> is the same (in a statistical sense) as that obtained based on the complete dataset (<inline-formula id="ifo-29-1075">
               <mml:math display="inline" id="mml-38-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula>=270), for <inline-formula id="ifo-30-1075">
               <mml:math display="inline" id="mml-39-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>n</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>i</mml:mi>
                     </mml:mrow>
                  </mml:msub>
                  <mml:mo>&#x2265;</mml:mo>
                  <mml:mi>φ</mml:mi>
               </mml:math>
            </inline-formula>. For this reason, the estimation of <inline-formula id="ifo-31-1075">
               <mml:math display="inline" id="mml-40-1075">
                  <mml:mi>φ</mml:mi>
               </mml:math>
            </inline-formula> will suggest a sample size for which the tephra fall volume is estimated confidently. We estimate the following using the segmented package (Muggeo <xref rid="ref-57-1075" ref-type="bibr">2008</xref>) of R software (R Core Team <xref rid="ref-65-1075" ref-type="bibr">2021</xref>).</p>
         <p>To explore the influence of the FCPs and their related volume estimates on the ESPs, we estimate the total erupted mass (<inline-formula id="ifo-32-1075">
               <mml:math display="inline" id="mml-41-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>M</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>T</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula>, <xref rid="dif-9-1075" ref-type="disp-formula">eq. 9</xref>), considering the erupted material in layers A-F during c. 27 hours (paroxysmal phase) and the rest of the eruption as layers H-K2 (Bonadonna et al. <xref rid="ref-16-1075" ref-type="bibr">2015b</xref>; Pistolesi et al. <xref rid="ref-61-1075" ref-type="bibr">2015</xref>), as follows:</p>
         <disp-formula id="dif-9-1075">
            <label>(9)</label>
            <mml:math display="inline" id="mml-42-1075">
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>M</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>T</mml:mi>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>=</mml:mo>
               <mml:mtext>
     </mml:mtext>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>V</mml:mi>
                     <mml:mi>o</mml:mi>
                     <mml:mi>l</mml:mi>
                     <mml:mi>u</mml:mi>
                     <mml:mi>m</mml:mi>
                     <mml:mi>e</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>i</mml:mi>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>&#x00D7;</mml:mo>
               <mml:mo>(</mml:mo>
               <mml:mtext>
     </mml:mtext>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>f</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>A</mml:mi>
                     <mml:mo>-</mml:mo>
                     <mml:mi>F</mml:mi>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>&#x00D7;</mml:mo>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>d</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>A</mml:mi>
                     <mml:mo>-</mml:mo>
                     <mml:mi>F</mml:mi>
                  </mml:mrow>
               </mml:msub>
               <mml:mtext>
     </mml:mtext>
               <mml:mo>&#x002B;</mml:mo>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>f</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>H</mml:mi>
                     <mml:mo>-</mml:mo>
                     <mml:mi>K</mml:mi>
                     <mml:mn>2</mml:mn>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>&#x00D7;</mml:mo>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>d</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>H</mml:mi>
                     <mml:mo>-</mml:mo>
                     <mml:mi>K</mml:mi>
                     <mml:mn>2</mml:mn>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>)</mml:mo>
               <mml:mo>=</mml:mo>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>M</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>A</mml:mi>
                     <mml:mo>-</mml:mo>
                     <mml:mi>F</mml:mi>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>&#x002B;</mml:mo>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>M</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>H</mml:mi>
                     <mml:mo>-</mml:mo>
                     <mml:mi>K</mml:mi>
                     <mml:mn>2</mml:mn>
                  </mml:mrow>
               </mml:msub>
               <mml:mtext>
     </mml:mtext>
               <mml:mtext>
     </mml:mtext>
            </mml:math>
         </disp-formula>
         <p>We use <inline-formula id="ifo-33-1075">
               <mml:math display="inline" id="mml-43-1075">
                  <mml:mi>f</mml:mi>
               </mml:math>
            </inline-formula> to denote the fraction of erupted volume (75&#x0025; for layers A-F, and 25&#x0025; for layers H-K2), and <inline-formula id="ifo-34-1075">
               <mml:math display="inline" id="mml-44-1075">
                  <mml:mi>d</mml:mi>
               </mml:math>
            </inline-formula> represents the deposit density (560 kg/m<sup>3</sup> and 600 kg m<sup>-3</sup> for layers A-F and H-K2, respectively; Bonadonna et al. <xref rid="ref-16-1075" ref-type="bibr">2015b</xref>; Pistolesi et al. <xref rid="ref-61-1075" ref-type="bibr">2015</xref>). The peak mass eruption rate (<inline-formula id="ifo-35-1075">
               <mml:math display="inline" id="mml-45-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>M</mml:mi>
                        <mml:mi>E</mml:mi>
                        <mml:mi>R</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>A</mml:mi>
                        <mml:mo>-</mml:mo>
                        <mml:mi>F</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula>, <xref rid="dif-2-1075" ref-type="disp-formula">eq. 10</xref>) is estimated as:</p>
         <disp-formula id="dif-10-1075">
            <label>(10)</label>
            <mml:math display="inline" id="mml-46-1075">
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>M</mml:mi>
                     <mml:mi>E</mml:mi>
                     <mml:mi>R</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>A</mml:mi>
                     <mml:mo>-</mml:mo>
                     <mml:mi>F</mml:mi>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>=</mml:mo>
               <mml:msub>
                  <mml:mrow>
                     <mml:mo>(</mml:mo>
                     <mml:mfrac>
                        <mml:mrow>
                           <mml:mi>M</mml:mi>
                        </mml:mrow>
                        <mml:mrow>
                           <mml:mi>t</mml:mi>
                        </mml:mrow>
                     </mml:mfrac>
                     <mml:mo>)</mml:mo>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>A</mml:mi>
                     <mml:mo>-</mml:mo>
                     <mml:mi>F</mml:mi>
                  </mml:mrow>
               </mml:msub>
               <mml:mtext>
     </mml:mtext>
            </mml:math>
         </disp-formula>
         <p>where <inline-formula id="ifo-36-1075">
               <mml:math display="inline" id="mml-47-1075">
                  <mml:mi>t</mml:mi>
               </mml:math>
            </inline-formula> represents the duration (s) of the paroxysmal activity. Therefore, the total magnitude of the eruption (<inline-formula id="ifo-37-1075">
               <mml:math display="inline" id="mml-48-1075">
                  <mml:mi>M</mml:mi>
               </mml:math>
            </inline-formula>, <xref rid="dif-11-1075" ref-type="disp-formula">eq. 11</xref>) and the maximum intensity (<inline-formula id="ifo-38-1075">
               <mml:math display="inline" id="mml-49-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>I</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>A</mml:mi>
                        <mml:mo>-</mml:mo>
                        <mml:mi>F</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula>, <xref rid="dif-12-1075" ref-type="disp-formula">eq. 12</xref>), are obtained following Pyle (<xref rid="ref-63-1075" ref-type="bibr">2015</xref>) as below:</p>
         <disp-formula id="dif-11-1075">
            <label>(11)</label>
            <mml:math display="inline" id="mml-50-1075">
               <mml:mi>M</mml:mi>
               <mml:mo>=</mml:mo>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>l</mml:mi>
                     <mml:mi>o</mml:mi>
                     <mml:mi>g</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mn>10</mml:mn>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>(</mml:mo>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>M</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>T</mml:mi>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>)</mml:mo>
               <mml:mo>-</mml:mo>
               <mml:mn>7</mml:mn>
            </mml:math>
         </disp-formula>
         <disp-formula id="dif-12-1075">
            <label>(12)</label>
            <mml:math display="inline" id="mml-51-1075">
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>I</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>A</mml:mi>
                     <mml:mo>-</mml:mo>
                     <mml:mi>F</mml:mi>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>=</mml:mo>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>l</mml:mi>
                     <mml:mi>o</mml:mi>
                     <mml:mi>g</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mn>10</mml:mn>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>(</mml:mo>
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>M</mml:mi>
                     <mml:mi>E</mml:mi>
                     <mml:mi>R</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>A</mml:mi>
                     <mml:mo>-</mml:mo>
                     <mml:mi>F</mml:mi>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>)</mml:mo>
               <mml:mo>&#x002B;</mml:mo>
               <mml:mn>3</mml:mn>
            </mml:math>
         </disp-formula>
         <p>Finally, the plume top height (<inline-formula id="ifo-39-1075">
               <mml:math display="inline" id="mml-52-1075">
                  <mml:msub>
                     <mml:mrow>
                        <mml:mi>H</mml:mi>
                     </mml:mrow>
                     <mml:mrow>
                        <mml:mi>T</mml:mi>
                     </mml:mrow>
                  </mml:msub>
               </mml:math>
            </inline-formula>, expressed in km above the vent) are obtained using the Matin et al. (<xref rid="ref-54-1075" ref-type="bibr">2009</xref>) equation in function of the MER, as follows:</p>
         <disp-formula id="dif-13-1075">
            <label>(13)</label>
            <mml:math display="inline" id="mml-53-1075">
               <mml:msub>
                  <mml:mrow>
                     <mml:mi>H</mml:mi>
                  </mml:mrow>
                  <mml:mrow>
                     <mml:mi>T</mml:mi>
                  </mml:mrow>
               </mml:msub>
               <mml:mo>=</mml:mo>
               <mml:mi>
     </mml:mi>
               <mml:mn>0.304</mml:mn>
               <mml:mo>&#x00D7;</mml:mo>
               <mml:msub>
                  <mml:mrow>
                     <mml:msup>
                        <mml:mrow>
                           <mml:msub>
                              <mml:mrow>
                                 <mml:mi>M</mml:mi>
                                 <mml:mi>E</mml:mi>
                                 <mml:mi>R</mml:mi>
                              </mml:mrow>
                              <mml:mrow>
                                 <mml:mi>A</mml:mi>
                                 <mml:mo>-</mml:mo>
                                 <mml:mi>F</mml:mi>
                              </mml:mrow>
                           </mml:msub>
                        </mml:mrow>
                        <mml:mrow>
                           <mml:mn>0.241</mml:mn>
                        </mml:mrow>
                     </mml:msup>
                  </mml:mrow>
                  <mml:mrow/>
               </mml:msub>
            </mml:math>
         </disp-formula>
      </sec>
      <sec sec-type="results" id="sec-7-1075">
         <title>Results</title>
         <sec id="sec-8-1075">
            <title>Deposit distribution</title>
            <p>The full-dataset isopach map (<xref rid="fig-3-1075" ref-type="fig">Fig. 3</xref>) shows E-SE distribution of the tephra deposit, mainly over Patagonia Argentina. During the eruption, most of the Argentinean Pampa and some populated cities such as Neuqu&#x00E9;n were affected by the distal deposition of ashfall (<xref rid="fig-3-1075" ref-type="fig">Fig. 3a</xref>). The thinnest measured isopach was 1 mm thick and encompasses nearly 70,000 km<sup>2</sup>. Ash traces, fine enough to be transported over longer distances may have fallen in the Atlantic Ocean, thus accounting for a volume difficult to constrain. At intermediate locations (up to &#x007E;230 km downwind), the tephra deposit reaches between 2 and 6 cm-thick to the E-SE. That portion of the deposit occupies an area of &#x007E;20,000 km<sup>2</sup> and its shape is highly irregular; it develops two main dispersal axes to the NE and E-SE, because of complex high-altitude and surface wind regimes and/or the local influence of topographic features. The thickest isopachs (&#x003E; 6 cm) display regular, ellipsoidal shapes and are distributed obliquely to the 215 and 231 international highways, over the town of Villa La Angostura (<xref rid="fig-3-1075" ref-type="fig">Fig. 3b</xref>), up to 40 km in the downwind direction. We adopt the nomenclature of Pistolesi et al. (<xref rid="ref-61-1075" ref-type="bibr">2015</xref>) to describe the internal deposit architecture.</p>
            <fig id="fig-3-1075" position="float" orientation="portrait">
               <label>
                  <bold>Figure 3</bold>
               </label>
               <caption>
                  <title>Consensual total deposit isopach map. a) Overall distribution and b) medial-to-proximal deposit distribution. All the isopachs values are given in cm. In a) the Andes cordillera is indicated with the igneous texture.</title>
               </caption>
               <graphic id="gra-3-1075"
                        xlink:href="acd16228e3bb46ad89911d7a83f48e9b_003.jpeg"
                        position="anchor"
                        orientation="portrait"/>
            </fig>
         </sec>
         <sec id="sec-9-1075">
            <title>Isopach drawing and volume estimates</title>
            <p>In all the isopach map iterations, increasing the FCP number in the different datasets yields an increasing number and complexity of isopachs. Isopach maps constructed from only 10 FCPs produces 3 or 4 rough isopachs, in contrast to &#x2265;10 isopachs being drawn when the datasets include &#x2265;110 FCPs (Supplementary Table S4). Increasing the number of FCP points used corresponds to isopachs changing from elliptical to irregularly shaped contour lines (<xref rid="fig-4-1075" ref-type="fig">Fig. 4a-e</xref>) which are considered more realistic presentations of the natural deposition of the tephra. For example, the isopach map based on the 150 FCP dataset is fairly like that shown in <xref rid="fig-2-1075" ref-type="fig">Fig. 2a</xref>, which contains the full FCP dataset. On the other hand, the square root area v/s thickness regression illustrates higher variability for smaller FCP datasets, while larger FCP number datasets generally display a more conservative distribution (<xref rid="fig-4-1075" ref-type="fig">Fig. 4f</xref>). Considering the full dataset as the most realistic (or exact isopach areas), the absolute percent error of the isopach square root areas obtained with smaller datasets range between 1 and 63&#x0025;, with average errors in the range 20-33 &#x0025; and mostly concentrated in the distal isopachs (&#x003C;0.01 m-thick; <xref rid="fig-4-1075" ref-type="fig">Fig. 4</xref>).</p>
            <fig id="fig-4-1075" position="float" orientation="portrait">
               <label>
                  <bold>Figure 4</bold>
               </label>
               <caption>
                  <title>Examples of isopach maps for randomly selected datasets drawn by two volcanologists. The black bold text in the upper right corner of the plot references the dataset ID where the number indicates the number of FCPs (ni; see Supplementary Table S4 for details). a)-e) Isopachs produced by increasing the numbers of FCP points. f) Square root of the isopach area versus the isopach thickness. The color of the point indicates the dataset ID. The dashed lines encompass the spread of the isopach area that has been calculated for the same isopach thickness but the different combination of FCP points. The low datasets (hot colours; red, pink and orange) typically occur close to the dashed lines illustrating how using a smaller number of FCPs results in a large range in the isopach area.</title>
               </caption>
               <graphic id="gra-4-1075"
                        xlink:href="acd16228e3bb46ad89911d7a83f48e9b_004.jpeg"
                        position="anchor"
                        orientation="portrait"/>
            </fig>
            <p>The bulk volume estimates of the full dataset isopach maps are 1.1 and 1.2 km<sup>3</sup> using the Weibull and exponential methods, respectively (Supplementary Table S3). Therefore, our best volume estimate using both methods is 1.15 &#x00B1; 0.05 km<sup>3</sup>. However, important volume differences are found using the variable FCP number dataset. Using the exponential thinning method, the estimated volumes range from 0.91 to 17.66 times the full-dataset volume (1.15 to 22.7 km<sup>3</sup>), while the Weibull method results range from 0.75 to 2.89 times (0.96 to 3.56 km<sup>3</sup>). The largest estimates were observed only in the 10A dataset (<inline-formula id="ifo-40-1075">
                  <mml:math display="inline" id="mml-55-1075">
                     <mml:msub>
                        <mml:mrow>
                           <mml:mi>n</mml:mi>
                        </mml:mrow>
                        <mml:mrow>
                           <mml:mi>i</mml:mi>
                        </mml:mrow>
                     </mml:msub>
                     <mml:mo>=</mml:mo>
                     <mml:mn>10</mml:mn>
                  </mml:math>
               </inline-formula>), but they were not considered for further statistical treatment of data as they represent unrealistic estimates and are associated with volume estimate errors &#x2265;250&#x0025; (<xref rid="fig-1-1075" ref-type="fig">Fig. 5</xref>).</p>
            <fig id="fig-5-1075" position="float" orientation="portrait">
               <label>
                  <bold>Figure 5</bold>
               </label>
               <caption>
                  <title>Estimated tephra fall volume for different sample size (points) and their average (cross) based on the exponential model (a) and Weibull model (b) of the 2011-2012 Puyehue-Cord&#x00F3;n Caulle VEI 5 eruption. The red line represents the estimated Volume based on the regression model with one break point and the green line represents the estimated Volume based on the complete data set.</title>
               </caption>
               <graphic id="gra-5-1075"
                        xlink:href="acd16228e3bb46ad89911d7a83f48e9b_005.jpeg"
                        position="anchor"
                        orientation="portrait"/>
            </fig>
            <p>The exponential and Weibull methods show volume overestimations of &#x2265;30&#x0025; for smaller datasets. In the case of the exponential method, overestimation is mostly in datasets with &#x2264;70 FCPs, while with the Weibull method overestimation is consistently observed with &#x2264;50 FCPs. Conversely, underestimating the volume does not occur using exponential thinning. Using the Weibull method, however, does in some cases underestimate the volume relative to the full dataset (i.e., &#x003C;20 &#x0025;) typically when the dataset has <inline-formula id="ifo-41-1075">
                  <mml:math display="inline" id="mml-56-1075">
                     <mml:msub>
                        <mml:mrow>
                           <mml:mi>n</mml:mi>
                        </mml:mrow>
                        <mml:mrow>
                           <mml:mi>i</mml:mi>
                        </mml:mrow>
                     </mml:msub>
                     <mml:mo>=</mml:mo>
                     <mml:mn>60</mml:mn>
                     <mml:mo>-</mml:mo>
                     <mml:mn>100</mml:mn>
                  </mml:math>
               </inline-formula>.</p>
            <p>For the exponential model, the p-value for the first and second hypotheses of interest are 0.3206 and 0.8867, respectively (<xref rid="taw-2-1075" ref-type="table">Table 2</xref>). For the Weibull model, the p-values for the first and second hypothesis of interest are 0.4351 and 0.1923, respectively (<xref rid="taw-2-1075" ref-type="table">Table 2</xref>).</p>
            <table-wrap id="taw-2-1075" position="float" orientation="portrait">
               <label>
                  <bold>Table 2</bold>
               </label>
               <caption>
                  <title>Estimates and standard errors (SE) for the regression model with one break point for the estimated tephra fall volume based on the exponential and Weibull models.</title>
               </caption>
               <table id="tab-2-1075" frame="hsides" rules="none" border="1">
                  <thead>
                     <tr>
                        <th style="width:112pt;border-top:0pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;"
                            rowspan="1"
                            colspan="1"/>
                        <th style="width:129pt;border-top:0pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            colspan="2"
                            rowspan="1">
                           <bold>exponential</bold>
                        </th>
                        <th style="width:120pt;border-top:0pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            colspan="2"
                            rowspan="1">
                           <bold>Weibull</bold>
                        </th>
                     </tr>
                     <tr>
                        <th style="width:112pt;border-top:nil;border-left:nil;border-bottom:0pt solid &#x0023;000000;border-right:nil;border-bottom:1pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">
                           <bold>parameter</bold>
                        </th>
                        <th style="width:66.85pt;border-top:nil;border-left:nil;border-bottom:0pt solid &#x0023;000000;border-right:nil;border-bottom:1pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">
                           <bold>Estimate</bold>
                        </th>
                        <th style="width:62.15pt;border-top:nil;border-left:nil;border-bottom:0pt solid &#x0023;000000;border-right:nil;border-bottom:1pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">
                           <bold>SE</bold>
                        </th>
                        <th style="width:62.2pt;border-top:nil;border-left:nil;border-bottom:0pt solid &#x0023;000000;border-right:nil;border-bottom:1pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">
                           <bold>Estimate</bold>
                        </th>
                        <th style="width:57.8pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">
                           <bold>SE</bold>
                        </th>
                     </tr>
                  </thead>
                  <tbody>
                     <tr>
                        <td style="width:112pt;border-top:0pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">&#x03B1;</td>
                        <td style="width:66.85pt;border-top:0pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">2.0307</td>
                        <td style="width:62.15pt;border-top:0pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">0.1420</td>
                        <td style="width:62.2pt;border-top:0pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">2.0882</td>
                        <td style="width:57.8pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">0.1678</td>
                     </tr>
                     <tr>
                        <td style="width:112pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">β</td>
                        <td style="width:66.85pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">-0.0059</td>
                        <td style="width:62.15pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">0.0027</td>
                        <td style="width:62.2pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">-0.0134</td>
                        <td style="width:57.8pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">0.0046</td>
                     </tr>
                     <tr>
                        <td style="width:112pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">γ</td>
                        <td style="width:66.85pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">0.0048</td>
                        <td style="width:62.15pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">0.0029</td>
                        <td style="width:62.2pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">0.0129</td>
                        <td style="width:57.8pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">0.0046</td>
                     </tr>
                     <tr>
                        <td style="width:112pt;border-top:nil;border-left:nil;border-bottom:0pt solid &#x0023;000;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">ψ</td>
                        <td style="width:66.85pt;border-top:nil;border-left:nil;border-bottom:0pt solid &#x0023;000;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">88.2480</td>
                        <td style="width:62.15pt;border-top:nil;border-left:nil;border-bottom:0pt solid &#x0023;000;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">30.2680</td>
                        <td style="width:62.2pt;border-top:nil;border-left:nil;border-bottom:0pt solid &#x0023;000;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">60.0000</td>
                        <td style="width:57.8pt;border-top:nil;border-left:nil;border-bottom:0pt solid &#x0023;000;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">10.5260</td>
                     </tr>
                     <tr>
                        <td style="width:112pt;border-top:1pt solid &#x0023;000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;font-size:12pt;"
                            rowspan="1"
                            colspan="1"/>
                        <td style="width:129pt;border-top:1pt solid &#x0023;000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            colspan="2"
                            rowspan="1">
                           <bold>Statistic (p-value)</bold>
                        </td>
                        <td style="width:120pt;border-top:1pt solid &#x0023;000;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            colspan="2"
                            rowspan="1">
                           <bold>Statistic (p-value)</bold>
                        </td>
                     </tr>
                     <tr>
                        <td style="width:112pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">
                           <inline-formula id="ifo-45-1075">
                              <mml:math display="inline" id="mml--1075">
                                 <mml:msub>
                                    <mml:mrow>
                                       <mml:mi>H</mml:mi>
                                    </mml:mrow>
                                    <mml:mrow>
                                       <mml:mn>0</mml:mn>
                                    </mml:mrow>
                                 </mml:msub>
                                 <mml:mo>:</mml:mo>
                                 <mml:mtext>
          </mml:mtext>
                                 <mml:mi>β</mml:mi>
                                 <mml:mo>&#x002B;</mml:mo>
                                 <mml:mi>γ</mml:mi>
                                 <mml:mo>=</mml:mo>
                                 <mml:mn>0</mml:mn>
                              </mml:math>
                           </inline-formula>
                        </td>
                        <td style="width:129pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            colspan="2"
                            rowspan="1">-1.0022 (0.3206)</td>
                        <td style="width:120pt;border-top:nil;border-left:nil;border-bottom:nil;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            colspan="2"
                            rowspan="1">-0.7861 (0.4351)</td>
                     </tr>
                     <tr>
                        <td style="width:112pt;border-top:nil;border-left:nil;border-bottom:0pt solid &#x0023;000000;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            rowspan="1"
                            colspan="1">
                           <inline-formula id="ifo-46-1075">
                              <mml:math display="block" id="mml-100-1075">
                                 <mml:msub>
                                    <mml:mrow>
                                       <mml:mi>H</mml:mi>
                                    </mml:mrow>
                                    <mml:mrow>
                                       <mml:mn>0</mml:mn>
                                    </mml:mrow>
                                 </mml:msub>
                                 <mml:mo>:</mml:mo>
                                 <mml:mtext>
          </mml:mtext>
                                 <mml:mi>&#x03B1;</mml:mi>
                                 <mml:mo>-</mml:mo>
                                 <mml:mi>φ</mml:mi>
                                 <mml:mo>&#x00D7;</mml:mo>
                                 <mml:mi>γ</mml:mi>
                                 <mml:mo>=</mml:mo>
                                 <mml:msub>
                                    <mml:mrow>
                                       <mml:mi>v</mml:mi>
                                    </mml:mrow>
                                    <mml:mrow>
                                       <mml:mn>0</mml:mn>
                                    </mml:mrow>
                                 </mml:msub>
                              </mml:math>
                           </inline-formula>
                        </td>
                        <td style="width:129pt;border-top:nil;border-left:nil;border-bottom:0pt solid &#x0023;000000;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            colspan="2"
                            rowspan="1">0.1425 (0.8867)</td>
                        <td style="width:120pt;border-top:nil;border-left:nil;border-bottom:0pt solid &#x0023;000000;border-right:nil;border-bottom:0pt solid &#x0023;000000;border-right:0pt solid &#x0023;000000;text-align:center;"
                            colspan="2"
                            rowspan="1">1.3038 (0.1923)</td>
                     </tr>
                  </tbody>
               </table>
            </table-wrap>
            <p>Therefore, in both cases we have statistical support to guarantee that, for <inline-formula id="ifo-42-1075">
                  <mml:math display="inline" id="mml-57-1075">
                     <mml:msub>
                        <mml:mrow>
                           <mml:mi>n</mml:mi>
                        </mml:mrow>
                        <mml:mrow>
                           <mml:mi>i</mml:mi>
                        </mml:mrow>
                     </mml:msub>
                     <mml:mo>&#x2265;</mml:mo>
                     <mml:mi>φ</mml:mi>
                  </mml:math>
               </inline-formula>, both models provide similar results for the estimated tephra fall volume and the complete data. Specifically, the estimate for <inline-formula id="ifo-43-1075">
                  <mml:math display="inline" id="mml-58-1075">
                     <mml:mi>φ</mml:mi>
                  </mml:math>
               </inline-formula> in the exponential case is 88.25 (95&#x0025; confidence interval 27.54 - 148.96), and for the Weibull case it is 60.00 (95&#x0025; confidence interval 38.89 &#x2013; 81.11). Therefore, the preferred estimation for a sample size that guarantees a confident tephra fall volume is 89 and 60, with several isopachs ranging from 7 to 8 for the exponential and Weibull models, respectively (<xref rid="taw-2-1075" ref-type="table">Table 2</xref>). However, if we consider a more conservative point of view (based on the upper limit of the 95&#x0025; confidence intervals), the estimated sample sizes are 149 and 82 (resulting in 8-10 isopachs) for the exponential and Weibull models, respectively.</p>
            <p>For datasets containing more than 90 FCPs, using the exponential model we find that the proximal isopachs return average volumes that contribute nearly 36&#x0025; to the total volume, medial isopachs represent 52&#x0025; and the distal isopachs are only 12&#x0025; of the total volume.</p>
            <p>Because of the range of volume estimates from the different datasets, we derive a range of eruption source parameters that differ up to one order of magnitude between the maximum and minimum values. For example, the total erupted mass (6.6 &#x2013; 128.0 x10<sup>11</sup> kg) and peak MER (6.8 &#x2013; 130.0 x 10<sup>6</sup> kg s<sup>-1</sup>) by the exponential method (<xref rid="taw-3-1075" ref-type="table">Table 3</xref>), and similarly the erupted mass (5.3 &#x2013; 20.3 x10<sup>11</sup> kg) and peak MER (5.8 &#x2013; 21 x10<sup>6</sup> kg s<sup>-1</sup>) by the Weibull method (<xref rid="fig-6-1075" ref-type="fig">Fig. 6a</xref>). The minimum and maximum magnitude and intensity values vary by 1 unit for both volume estimate methods. Accordingly, the estimated column heights for these values are in the range 13.5-27.5 for the exponential method, and 12.8-17.7 for the Weibull method (<xref rid="fig-6-1075" ref-type="fig">Fig. 6b</xref>). Our best estimates for peak MER, M, I, and HT are 6.8&#x00B1;0.3 x 10<sup>6</sup> kg s<sup>-1</sup>, 4.82&#x00B1;0.02, 9.85&#x00B1;0.05, and 13.45&#x00B1;0.15 km, respectively, by considering the whole dataset. Comparatively, these values are similar to the minimum values estimated for ESPs reported in <xref rid="taw-3-1075" ref-type="table">Table 3</xref>.</p>
            <table-wrap id="taw-3-1075" position="float" orientation="portrait">
               <label>
                  <bold>Table 3</bold>
               </label>
               <caption>
                  <title>Eruption source parameters (ESPs) of the 2011-2012 Puyehue-Cord&#x00F3;n Caulle VEI 5 eruption derived from maximum, minimum and average volume estimates obtained in this study, using both exponential and Weibull methods. The equations utilized to estimate these values are detailed in the Methods section. Preferred values are shaded in gray, according to the values obtained using the full dataset.</title>
               </caption>
               <table id="tab-3-1075"
                      frame="hsides"
                      rules="none"
                      border="1"
                      width="30&#x0025;">
                  <thead>
                     <tr>
                        <th style="width:60pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1"/>
                        <th style="width:116pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            colspan="2"
                            rowspan="1">
                           <bold>Total Mass (MT), kg 10<sup>11</sup>
                           </bold>
                        </th>
                     </tr>
                     <tr>
                        <th style="width:60pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1"/>
                        <th style="width:63.4pt;border-top:1pt solid &#x0023;000000;border-left:1pt solid &#x0023;000000;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Exponential</th>
                        <th style="width:52.6pt;border-top:1pt solid &#x0023;000000;border-left:1pt solid &#x0023;000000;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Weibull</th>
                     </tr>
                  </thead>
                  <tbody>
                     <tr>
                        <td style="width:60pt;text-align:center;" rowspan="1" colspan="1">Maximum</td>
                        <td style="width:63.4pt;text-align:center;" rowspan="1" colspan="1">128.0</td>
                        <td style="width:52.6pt;text-align:center;" rowspan="1" colspan="1">20.3</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;text-align:center;" rowspan="1" colspan="1">Minimum</td>
                        <td style="width:63.4pt;text-align:center;" rowspan="1" colspan="1">6.6</td>
                        <td style="width:52.6pt;text-align:center;" rowspan="1" colspan="1">5.3</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Average</td>
                        <td style="width:63.4pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">11.1</td>
                        <td style="width:52.6pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">8.2</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1"> </td>
                        <td style="width:116pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            colspan="2"
                            rowspan="1">
                           <bold>Magnitude (<bold>M</bold>)</bold>
                        </td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Maximum</td>
                        <td style="width:63.4pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">6.1</td>
                        <td style="width:52.6pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">5.3</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;text-align:center;" rowspan="1" colspan="1">Minimum</td>
                        <td style="width:63.4pt;text-align:center;" rowspan="1" colspan="1">4.8</td>
                        <td style="width:52.6pt;text-align:center;" rowspan="1" colspan="1">4.7</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Average</td>
                        <td style="width:63.4pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">5.0</td>
                        <td style="width:52.6pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">4.9</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1"/>
                        <td style="width:116pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            colspan="2"
                            rowspan="1">
                           <bold>Peak MER (kg s-1) x 106</bold>
                        </td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Maximum</td>
                        <td style="width:63.4pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">130.0</td>
                        <td style="width:52.6pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">21.0</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;text-align:center;" rowspan="1" colspan="1">Minimum</td>
                        <td style="width:63.4pt;text-align:center;" rowspan="1" colspan="1">6.8</td>
                        <td style="width:52.6pt;text-align:center;" rowspan="1" colspan="1">5.8</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Average</td>
                        <td style="width:63.4pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">11.0</td>
                        <td style="width:52.6pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">8.4</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">
         
        </td>
                        <td style="width:116pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            colspan="2"
                            rowspan="1">
                           <bold>Intensity (<italic toggle="yes">I</italic>)</bold>
                        </td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Maximum</td>
                        <td style="width:63.4pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">11.1</td>
                        <td style="width:52.6pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">10.3</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;text-align:center;" rowspan="1" colspan="1">Minimum</td>
                        <td style="width:63.4pt;text-align:center;" rowspan="1" colspan="1">9.8</td>
                        <td style="width:52.6pt;text-align:center;" rowspan="1" colspan="1">9.7</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Average</td>
                        <td style="width:63.4pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">10.0</td>
                        <td style="width:52.6pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">9.9</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1"/>
                        <td style="width:116pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            colspan="2"
                            rowspan="1">
                           <bold>Column height, km</bold>
                        </td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Maximum</td>
                        <td style="width:63.4pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;FFFFFF;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">27.5</td>
                        <td style="width:52.6pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;FFFFFF;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">17.7</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;text-align:center;" rowspan="1" colspan="1">Minimum</td>
                        <td style="width:63.4pt;border-top:1pt solid &#x0023;FFFFFF;border-left:nil;border-bottom:1pt solid &#x0023;FFFFFF;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">13.5</td>
                        <td style="width:52.6pt;border-top:1pt solid &#x0023;FFFFFF;border-left:nil;border-bottom:1pt solid &#x0023;FFFFFF;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">12.8</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Average</td>
                        <td style="width:63.4pt;border-top:1pt solid &#x0023;FFFFFF;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">14.7</td>
                        <td style="width:52.6pt;border-top:1pt solid &#x0023;FFFFFF;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">14.1</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1"> </td>
                        <td style="width:116pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            colspan="2"
                            rowspan="1">
                           <bold>VEI</bold>
                        </td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Maximum</td>
                        <td style="width:63.4pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">6</td>
                        <td style="width:52.6pt;border-top:1pt solid &#x0023;000000;border-left:nil;border-bottom:nil;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">5</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;text-align:center;" rowspan="1" colspan="1">Minimum</td>
                        <td style="width:63.4pt;text-align:center;" rowspan="1" colspan="1">5</td>
                        <td style="width:52.6pt;text-align:center;" rowspan="1" colspan="1">4</td>
                     </tr>
                     <tr>
                        <td style="width:60pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">Average</td>
                        <td style="width:63.4pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">5</td>
                        <td style="width:52.6pt;border-top:nil;border-left:nil;border-bottom:1pt solid &#x0023;000000;border-right:nil;text-align:center;"
                            rowspan="1"
                            colspan="1">5</td>
                     </tr>
                  </tbody>
               </table>
            </table-wrap>
            <fig id="fig-6-1075" position="float" orientation="portrait">
               <label>
                  <bold>Figure 6</bold>
               </label>
               <caption>
                  <title>Box plot of mass eruption rate (MER in kg/s) and column height (Ht in km) carried out using the Weibull model of the 2011-2012 Puyehue-Cord&#x00F3;n Caulle VEI 5 eruption. The end of the box (whiskers) indicates minimum and maximum values, while the box length of the box corresponds to the percentiles (the 75<sup>th</sup> percentile is the upper end, the 25<sup>th</sup> percentile the lower end, and the middle line is the 50th percentile).</title>
               </caption>
               <graphic id="gra-6-1075"
                        xlink:href="acd16228e3bb46ad89911d7a83f48e9b_006.jpeg"
                        position="anchor"
                        orientation="portrait"/>
            </fig>
         </sec>
      </sec>
      <sec sec-type="discussion" id="sec-10-1075">
         <title>Discussion</title>
         <sec id="sec-11-1075">
            <title>Mapping and integration strategies</title>
            <p>The approach chosen in our contribution aims to minimize bias in constructing isopach maps by limiting the use of knowledge on the eruption and its deposit, by using only the available data to construct the isopachs by hand-drawing knowing the position of the eruptive vent and the approximate dispersal direction (e.g., towards the E). However, this technique has its own flaws. For instance, Yang and Bursik (2013) identified a lack of adherence to the data in drawing isopachs for hand-drawn maps. Another limitation of hand-drawing is the influence of the local knowledge and experience of the geologist drawing the isopach contours, and the assumptions that modify isopach shapes (Engwell et al., <xref rid="ref-35-1075" ref-type="bibr">2015</xref>). These works have also proposed alternative strategies, such as the use of thickness trends and their separate modeling using segmented linear regression and ordinary kriging (Yang and Bursik, <xref rid="ref-34-1075" ref-type="bibr">2013</xref>) or the application of spatial statistical methods (Engwell et al., <xref rid="ref-35-1075" ref-type="bibr">2015</xref>). However, in recent &#x2018;fully statistical&#x2019; algorithms for tephra volume estimation, expert judgment is unavoidable in making some choices (e.g., wind-direction, the limit of the tephra fall area, etc.; Rougier et al., <xref rid="ref-69-1075" ref-type="bibr">2022</xref>). Considering these differences and limitations, we can only compare the resulting volume estimates of both approaches as reported in the literature. For instance, the cubic B-spline curves under tension used by Engwell et al. (<xref rid="ref-35-1075" ref-type="bibr">2015</xref>) yield volumes 20-40&#x0025; smaller compared to hand-drawing isopachs, whereas the method used by Rougier et al. (<xref rid="ref-69-1075" ref-type="bibr">2022</xref>) returned volumes that represent 37- 40&#x0025; of the original bulk tephra estimate by Takarada and Hoshizumi (<xref rid="ref-81-1075" ref-type="bibr">2020</xref>).</p>
            <p>Bonadonna et al. (<xref rid="ref-14-1075" ref-type="bibr">2015a</xref>) observed that varying the isopach contouring strategy might result in uncertainty up to 40&#x0025; in determining associated erupted volume/mass. In comparison, the different volume integration strategies could result in uncertainties up to 70&#x0025;, depending on the deposit exposure, data distribution, and eruption magnitude. From our dataset, we observe uncertainties up to 84&#x0025; by comparing the volumes obtained from the exponential thinning and Weibull methods for datasets &#x003C;60 FCPs, while the uncertainty is &#x2264;41&#x0025; for datasets &#x2265;60 FCPs. In addition to these sources of uncertainty, Yang and Jenkins (<xref rid="ref-89-1075" ref-type="bibr">2023</xref>) demonstrate that the misfit between the fitted curves and the isopach data as a result of model uncertainty could affect the tephra volume estimation; they propose that if half or more of the predictions from a certain fitted curve are outside the &#x00B1;40&#x0025; range, the curve should not be used for the volume calculation. We do not evaluate model vs. isopach misfit in this contribution.</p>
         </sec>
         <sec id="sec-12-1075">
            <title>Field dataset and volume</title>
            <p>The volume of the Puyehue-Cord&#x00F3;n Caulle 2011-2012 tephra deposit has been studied based on proximal-medial data (0.5-1.0 km<sup>3</sup>, e.g., Amigo et al., <xref rid="ref-4-1075" ref-type="bibr">2012</xref>; Silva et al., <xref rid="ref-74-1075" ref-type="bibr">2012</xref>; Naranjo et al., <xref rid="ref-59-1075" ref-type="bibr">2017</xref>), and proximal-to-distal datasets (0.76-1.46 km<sup>3</sup>, e.g., Gait&#x00E1;n et al., <xref rid="ref-38-1075" ref-type="bibr">2011</xref>; Alloway et al., <xref rid="ref-3-1075" ref-type="bibr">2015</xref>; Pistolesi et al., <xref rid="ref-61-1075" ref-type="bibr">2015</xref>). The larger volumes estimated from proximal-to-distal data are consistent with the incorporation of larger datasets that include the outer limits of the deposit, and these results agree with our highest-confidence results (1.2-1.3 km<sup>3</sup>). This fact is also supported by the datasets and volume estimates in other recent Andean explosive eruptions. For instance, Watt et al. (<xref rid="ref-88-1075" ref-type="bibr">2009</xref>) estimated a volume of 0.17 km<sup>3</sup> for the Chait&#x00E9;n 2008-2009 eruption, mainly based on nine distal isopachs, while Alfano et al. (<xref rid="ref-1-1075" ref-type="bibr">2011</xref>) also incorporated proximal-to-medial data and estimated 0.5-1.0 km<sup>3</sup> utilizing a dozen isopachs. These results demonstrate the importance of considering medial (and proximal) data to constrain tephra volumes more accurately. The Calbuco 2015 tephra fall deposit provides another example. It was mapped in 57 proximal and medial locations by Castruccio et al. (<xref rid="ref-21-1075" ref-type="bibr">2016</xref>), obtaining a range 0.28-0.38 km<sup>3</sup>, whereas the proximal-to-distal field observations of Romero et al. (<xref rid="ref-66-1075" ref-type="bibr">2016</xref>) (65 sites) and Van Eaton et al. (<xref rid="ref-84-1075" ref-type="bibr">2015</xref>) (163 sites) provided estimates of 0.27 km<sup>3</sup> and 0.58&#x00B1;0.28km<sup>3</sup>, respectively. Later, Romero et al. (<xref rid="ref-67-1075" ref-type="bibr">2021</xref>) used the full dataset of 150 field points to estimate a proximal-to-distal bulk volume in the 0.25-0.35 km<sup>3</sup> range. All of them applied the Weibull, exponential and Power Law methods. The overall similarity of these estimates, in addition to a good distribution of the field data, agrees with the approximate number of field points required to achieve a 95&#x0025; confidence interval using the Weibull method, as in this contribution. A remarkable example of high-resolution tephra mapping is observed for the Plinian eruption of Hudson volcano in 1991; Banks and Iven (<xref rid="ref-6-1075" ref-type="bibr">1991</xref>) mapped a dozen proximal-to-distal isopachs and estimated a bulk volume of 4 km<sup>3</sup>, which does not differ considerably from Scasso et al. (<xref rid="ref-70-1075" ref-type="bibr">1994</xref>) 4.35 km<sup>3</sup> estimate, using fifteen isopachs and 200 field points.</p>
            <p>Our results support findings from previous incompletely sampled tephra deposits that similarly found different sub-samples of the field data translates into uncertainties in erupted volume estimates, irrespective of eruption size (e.g., Andronico et al., <xref rid="ref-5-1075" ref-type="bibr">2014</xref>; Engwell et al., <xref rid="ref-35-1075" ref-type="bibr">2015</xref>; Buckland et al., <xref rid="ref-19-1075" ref-type="bibr">2020</xref>). Our exercise of the Puyehue-Cord&#x00F3;n-Caulle 2011-2012 tephra fall deposit is a good example on the control of field points on accurately estimating tephra volumes and confirms previous evidence from Engwell et al. (<xref rid="ref-35-1075" ref-type="bibr">2015</xref>), indicating that maps with &#x003C;60 points produce volume errors generally &#x003E;50&#x0025;. Accordingly, small variations in the volume estimate are found at datasets &#x003E;80-100 points. It is worth mentioning that Engwell et al. (<xref rid="ref-35-1075" ref-type="bibr">2015</xref>) used a range of eruptions with published volumes from 0.003 to 8.2 km<sup>3</sup> and a different isopach drawing method (cubic B-spline curves under tension). Also, because of the extensive thickness data available in our contribution, we have shown that integrating medial FCPs contributes to the largest portion of the total deposit volume (&#x003E;50&#x0025;), thus incompletely sampling deposits at medial areas will produce a larger uncertainty.</p>
         </sec>
         <sec id="sec-13-1075">
            <title>Considerations for further studies</title>
            <p>The careful investigation of tephra fall deposits with large field datasets provides the best means of determining accurate estimates of tephra volume, mass eruption rates, and interpretations of eruption dynamics. We determined that varying the number (<inline-formula id="ifo-44-1075">
                  <mml:math display="inline" id="mml-59-1075">
                     <mml:msub>
                        <mml:mrow>
                           <mml:mi>n</mml:mi>
                        </mml:mrow>
                        <mml:mrow>
                           <mml:mi>i</mml:mi>
                        </mml:mrow>
                     </mml:msub>
                  </mml:math>
               </inline-formula>) of FCPs, and consequently the supporting data for isopach drawing, may translate into order of magnitude ranges in the total mass and MER for 2011-2012 PCCVC eruption. Thus, we suggest authors be cautious when determining these parameters with limited FCPs. However, using field data collected at fewer locations can still be informative (Green et al. <xref rid="ref-41-1075" ref-type="bibr">2016</xref>), but has to consider huge uncertainties, sometimes greater than the volume estimate itself.</p>
            <p>In light of our results and accordingly to the available literature, we suggest that tephra fall field mapping considers the total extent of the deposit: 1) if possible, covering from proximal to distal areas, but focusing on the proper characterization of proximal and medial areas as they account most of the erupted volume; 2) distributing FCPs isotropically, avoiding concentrating points along the crosswind or downwind axis only, which will probably result into a forced ellipsoidal distribution; 3) collecting, if possible, at least 60 to 90 field control points with these conditions, allowing the integration of 7-8 isopachs, and 4) estimating erupted volumes as a range, instead of absolute values (e.g., Constantinescu et al. <xref rid="ref-25-1075" ref-type="bibr">2022b</xref>). In this respect, we consider the best result is represented by the volume estimate derived from the integration of the largest number of FCPs. However, this choice is open to discussion and may depend on a series of physical and statistical considerations that we are not deciphering in detail. Considering the calculation of an exact volume is an unrealistic task, volcanologists are invited to provide a range of results considering different methods, and to report and discuss the different uncertainties that modify these results (e.g., Engwell et al. <xref rid="ref-34-1075" ref-type="bibr">2013</xref>; Bonadonna et al. <xref rid="ref-14-1075" ref-type="bibr">2015a</xref>; Biass et al. <xref rid="ref-11-1075" ref-type="bibr">2019</xref>). This is important as absolute estimates may represent a minimum or maximum, leading to underestimation or overestimation of ESPs, hazard mapping, or numerical modeling (e.g., Constantinescu et al. <xref rid="ref-25-1075" ref-type="bibr">2022b</xref>).</p>
         </sec>
      </sec>
      <sec sec-type="conclusions" id="sec-14-1075">
         <title>Conclusions</title>
         <p>Studying the tephra fall deposit of the 2011-2012 Puyehue-Cord&#x00F3;n Caulle VEI 5 eruption through a high-resolution dataset resulted in a proper estimate of its total volume. However, the results depend on the number of field control points (FCPs). Producing randomly selected sub-datasets of FCPs ranging from 10 to 250 allowed isopach drawing and volume integration through the exponential and Weibull methods. Volume overestimations of &#x2265;30&#x0025; were observed in smaller datasets (i.e., &#x2264;70 and &#x2264;50 FCPs for the exponential and Weibull methods, respectively). Datasets with 10 points provided 2.9 to 17.7 times the full-dataset volume. Therefore, the preferred estimation for a sample size that guarantees a confident tephra fall volume is 89 and 60 (95&#x0025; confidence interval) for the exponential and Weibull methods, to produce 7-8 isopachs. These numbers consider a homogeneous and isotropic distribution of these points, as proximal but especially medial measurements represent a higher proportion of the total deposit volume (36 and 52 &#x0025;, respectively) to be evaluated. Our best estimates for deposit volume returns a range of 1.15 &#x00B1; 0.05 km<sup>3</sup> and the overall eruption magnitude of 4.82&#x00B1;0.02 (not considering lava effusion). For the paroxysmal sub-Plinian phase of the eruption, a peak mass eruption rate is estimated at 6.8&#x00B1;0.3 x 10<sup>6</sup> kg s<sup>-1</sup>, the intensity at 9.85&#x00B1;0.05, and the column height is 13.45&#x00B1;0.15 km. Finally, the deposit-based eruption source parameters are sensitive to tephra volume/mass estimates, as the minimum and maximum total erupted masses may vary by one order of magnitude, thus influencing estimates of mass discharge rate, magnitude, and intensity of the eruption.</p>
      </sec>
   </body>
   <back>
      <sec sec-type="data-availability" id="sec-15-1075">
         <title>DATA AVAILABILITY</title>
         <p>The authors declare that all the relevant data supporting the findings of this study are included in the paper, in the Supplementary Tables, available for download in the online version of this article. All other files of interest for readers will be supplied under request.</p>
      </sec>
      <ack id="ack-1-1075">
         <title>ACKNOWLEDGEMENTS</title>
         <p>We thank E. C&#x00E1;rdenas, C. P&#x00E9;rez, H. Moyano, J. Romero A., M. Gonz&#x00E1;lez, and A. Lara for their support during the fieldwork. Julia Jones provided fruitful discussions and field assistance, while S. Engwell made valuable suggestions on an earlier version of this manuscript. Photos provided by D. Spatafore, I. Silva and P. Forte were helpful for figure design.</p>
      </ack>
      <sec sec-type="transparency-statement" id="sec-16-1075">
         <title>DECLARATION OF COMPETING INTEREST</title>
         <p>The authors of this article declare that they have no financial, professional or personal conflicts of interest that could have inappropriately influenced this work.</p>
      </sec>
      <sec sec-type="apoyo" id="sec-17-1075">
         <title>FUNDING</title>
         <p>This work was partially supported by US National Science Foundation grants 0823380 and 0917697, the US Forest Service Pacific Northwest Research Station, Direcci&#x00F3;n de Investigaci&#x00F3;n y Desarrollo (DID), Universidad Austral de Chile, and Center for Climate and Resilience Research (CR)2 (CONICYT/ FONDAP/15110009). JER is funded by Fondecyt Iniciaci&#x00F3;n 11241126.</p>
      </sec>
      <sec sec-type="author-contributions" id="sec-18-1075">
         <title>CRediT AUTHORSHIP</title>
         <p>
            <bold>Jorge Romero</bold>: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Supervision, Validation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. <bold>Diego Gallardo</bold>: Data curation, Formal Analysis, Methodology, Writing &#x2013; original draft. <bold>Juan Gait&#x00E1;n</bold>: Data curation, Formal Analysis. <bold>Frederick Swanson</bold>: Writing &#x2013; original draft, Formal Analysis. <bold>Florencia S&#x00E1;nchez</bold>: Formal Analysis. <bold>Marcela Saavedra</bold>: Formal Analysis. <bold>Nikolas Zambrano</bold>: Formal Analysis. <bold>Hannah Buckland</bold>: Methodology, Validation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. <bold>In&#x00E9;s Rodr&#x00ED;guez</bold>: Supervision, Validation, Writing &#x2013; review &#x0026; editing.</p>
      </sec>
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