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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Astron. Space Sci.</journal-id>
<journal-title>Frontiers in Astronomy and Space Sciences</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Astron. Space Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-987X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">886140</article-id>
<article-id pub-id-type="doi">10.3389/fspas.2022.886140</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Astronomy and Space Sciences</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Regional Differences in Carbon-14 Data of the 993 CE Cosmic Ray Event</article-title>
<alt-title alt-title-type="left-running-head">Miyake et al.</alt-title>
<alt-title alt-title-type="right-running-head">993 CE Cosmic Ray Event</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Miyake</surname>
<given-names>Fusa</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1525035/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hakozaki</surname>
<given-names>Masataka</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kimura</surname>
<given-names>Katsuhiko</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1765460/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tokanai</surname>
<given-names>Fuyuki</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nakamura</surname>
<given-names>Toshio</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Takeyama</surname>
<given-names>Mirei</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Moriya</surname>
<given-names>Toru</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Institute for Space-Earth Environmental Research</institution>, <institution>Nagoya University</institution>, <addr-line>Nagoya</addr-line>, <country>Japan</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>National Museum of Japanese History</institution>, <addr-line>Sakura</addr-line>, <country>Japan</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Faculty of Symbiotic Systems Science</institution>, <institution>Fukushima University</institution>, <addr-line>Fukushima</addr-line>, <country>Japan</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Faculty of Science</institution>, <institution>Yamagata University</institution>, <addr-line>Yamagata</addr-line>, <country>Japan</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1040703/overview">Fadil Inceoglu</ext-link>, National Centers for Environmental Information (NCEI) at National Atmospheric and Oceanographic Administration (NOAA), United States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1715181/overview">Bernd Kromer</ext-link>, Curt Engelhorn Centre Archaeometry, Germany</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1720267/overview">Florian Mekhaldi</ext-link>, Lund University, Sweden</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Fusa Miyake, <email>fmiyake@isee.nagoya-u.ac.jp</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Stellar and Solar Physics, a section of the journal Frontiers in Astronomy and Space Sciences</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>07</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>886140</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>05</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Miyake, Hakozaki, Kimura, Tokanai, Nakamura, Takeyama and Moriya.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Miyake, Hakozaki, Kimura, Tokanai, Nakamura, Takeyama and Moriya</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Cosmogenic nuclides such as <sup>14</sup>C from tree rings and <sup>10</sup>Be and <sup>36</sup>Cl from ice cores are excellent proxies for the past extremely large solar energetic particle (SEP) events, which are dozens of times larger than the largest SEP event in the history of observation. So far, several rapid <sup>14</sup>C increases have been discovered, which are considered to have originated from extreme SEP events (or set of successive SEP events) from verifications using multiple cosmogenic nuclide analyses in natural archives. Although these events are characterized by a rapid increase in cosmogenic nuclide concentrations, <sup>14</sup>C data recorded worldwide do not always show similar variations, especially during the 993 CE event, where a rapid increase was recorded in either 992&#x2013;993 CE or 993&#x2013;994 CE in several records. We present new <sup>14</sup>C data of the Japanese cedar sample for the 993 CE event. Although the latest data show no significant increase in 1&#xa0;year, an overall increase pattern is consistent with the previously reported <sup>14</sup>C data of the Japanese cedar, which supports that a significant <sup>14</sup>C increase occurred from 993 to 994 CE in the Japanese sample. Given the dominant <sup>14</sup>C production in high latitudes by SEPs, the difference in timing of increase may be a transport effect in the atmosphere. Moreover, the difference in the timing of the <sup>14</sup>C increase can cause a 1-year age-determination error using the 993 CE radiocarbon spike. Compared with the <sup>14</sup>C data between tree samples from high latitude and midlatitude, including Japan, high-latitude data can capture <sup>14</sup>C changes originating from SEP events more quickly and clearly and may be more suitable for a SEP event exploration in the past.</p>
</abstract>
<kwd-group>
<kwd>SEP event</kwd>
<kwd>cosmogenic nuclides</kwd>
<kwd>tree ring</kwd>
<kwd>dendrochronology</kwd>
<kwd>solar activity</kwd>
<kwd>radiocarbon dating</kwd>
</kwd-group>
<contract-sponsor id="cn001">Japan Society for the Promotion of Science<named-content content-type="fundref-id">10.13039/501100001691</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Solar flares and coronal mass ejections emit solar energetic particles (SEPs), which can be observed using artificial satellites near the Earth. Sometimes, abrupt increases in SEP flux are detected, which are known as SEP events. Large-scale SEP events can pose severe threats in the current space exploration era, for example, the destruction of artificial satellites, exposure to astronauts, and communication failures. The observational history of SEPs started in the 1940s using ground-based ionization chambers, which were later taken over by neutron monitors. Large-scale SEP events evoking significant enhancements of count rates of at least two neutron monitors on the ground (at least one of them should be near sea level) are known as ground-level enhancements (GLEs: the formal definition of GLEs can be found in the <xref ref-type="bibr" rid="B7">GLE database</xref>, <ext-link ext-link-type="uri" xlink:href="https://gle.oulu.fi">https://gle.oulu.fi</ext-link>). After the 1970s, several artificial satellites have accumulated observational data for SEPs. These data of modern observations are insufficient to understand the long-term characteristics of SEPs (or SEP events), such as an occurrence rate of extreme SEP events and the upper limit of SEP events. As a proxy of extreme SEP events that especially occurred in the last few thousand years, cosmogenic nuclides in natural archive samples have been used (<xref ref-type="bibr" rid="B25">Miyake et al., 2019a</xref>).</p>
<p>Cosmogenic nuclides are many types of isotopes produced by high-energy particles (cosmic rays). SEPs are also contributing to the production of cosmogenic nuclides (e.g., <xref ref-type="bibr" rid="B44">Webber et al., 2007</xref>; <xref ref-type="bibr" rid="B25">Miyake et al., 2019a</xref>). Typical cosmogenic nuclides with a long half-life are <sup>14</sup>C (half-life: 5,730&#xa0;years), <sup>10</sup>Be (&#x223c;1.4 &#xd7; 10<sup>6</sup> years), and <sup>36</sup>Cl (&#x223c;3 &#xd7; 10<sup>5</sup>&#xa0;years). A part of these cosmogenic nuclides produced in the atmosphere is stored in natural archive samples, such as tree rings (<sup>14</sup>C) and ice cores (<sup>10</sup>Be and <sup>36</sup>Cl). Because these archive samples enable a high-temporal-resolution analysis with 1&#xa0;year or less, it is excellent for capturing past SEP events that occur on a short time scale of a few days.</p>
<p>So far, several candidates of SEP-driven <sup>14</sup>C spikes have been reported: 774 CE, 993 CE, &#x223c;660 BCE, 7176 BCE, 1052 CE, 1279 CE, 5259 BCE, and 5411 BCE (<xref ref-type="bibr" rid="B21">Miyake et al., 2012</xref>, <xref ref-type="bibr" rid="B22">2013</xref>, <xref ref-type="bibr" rid="B27">2021</xref>; <xref ref-type="bibr" rid="B34">Park et al., 2017</xref>; <xref ref-type="bibr" rid="B38">Sakurai et al., 2020</xref>; <xref ref-type="bibr" rid="B2">Brehm et al., 2021</xref>; <xref ref-type="bibr" rid="B3">Brehm et al., 2022</xref>; <xref ref-type="bibr" rid="B20">Miyahara et al., 2022</xref>). The first four events have also been detected in <sup>10</sup>Be and <sup>36</sup>Cl data in ice cores, and the consistency of the origin of large-scale SEP events (<xref ref-type="bibr" rid="B19">Mekhaldi et al., 2015</xref>; <xref ref-type="bibr" rid="B24">Miyake et al., 2015</xref>, <xref ref-type="bibr" rid="B26">Miyake et al., 2019b</xref>; <xref ref-type="bibr" rid="B31">O&#x2019;Hare et al., 2019</xref>; <xref ref-type="bibr" rid="B33">Paleari et al., 2022</xref>), whose scale has been estimated to be 30&#x2013;100 times larger than the largest GLE (<xref ref-type="bibr" rid="B41">Usoskin and Kovaltsov 2021</xref>), has been confirmed. Compared with the 774 CE event, recently reported events such in 1052 CE, 1279 CE, and 5411 BCE are less than half (<xref ref-type="bibr" rid="B2">Brehm et al., 2021</xref>; <xref ref-type="bibr" rid="B27">Miyake et al., 2021</xref>; <xref ref-type="bibr" rid="B20">Miyahara et al., 2022</xref>) and attract attention as a part of the possible events that fill the significant gap between the SEP events (GLE) found in modern observations and the 774 CE events (<xref ref-type="bibr" rid="B41">Usoskin and Kovaltsov 2021</xref>).</p>
<p>The SEP-driven <sup>14</sup>C changes are detected as large <sup>14</sup>C increases in 1&#xa0;year, allowing isolation from <sup>14</sup>C variability due to other factors. On the other hand, data from tree samples sometimes show different variabilities across the globe (<xref ref-type="bibr" rid="B4">B&#xfc;ngten et al., 2018</xref>; <xref ref-type="bibr" rid="B42">Uusitalo et al., 2018</xref>), for example, the age of the <sup>14</sup>C increases differs at the 993 CE event. The 993 CE event was first confirmed as a rapid <sup>14</sup>C increase from 992 to 993 CE using a Japanese cedar sample (<xref ref-type="bibr" rid="B22">Miyake et al., 2013</xref>). The event was also evaluated using a Japanese cypress sample, and the rapid <sup>14</sup>C change from 993 to 994 CE was confirmed (<xref ref-type="bibr" rid="B23">Miyake et al., 2014</xref>). By validating the age of the Japanese cedar sample used for the first finding of the 993 CE event, we found a misrecognition in ring-counting around 946 CE; accordingly, the age of the rapid <sup>14</sup>C increase in the Japanese cedar sample was corrected from 993 to 994 CE (<xref ref-type="bibr" rid="B22">Miyake et al., 2013</xref> corrected version, 2014). Subsequently, the event was verified via several independent measurements. <xref ref-type="bibr" rid="B6">Fogtmann-Schltz et al. (2017)</xref> measured a Danish oak with a resolution of earlywood&#x2013;latewood-separated, and a clear <sup>14</sup>C increase was confirmed from the earlywood of 994 CE to the latewood of 994 CE. From the measured results of the Danish oak and Japanese trees, the event could have occurred between the growing season of earlywood and latewood in 994 CE. In addition, <xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref> collected 10 more datasets from both hemispheres and observed significant <sup>14</sup>C increases from 992 to 993 CE in some series. These <sup>14</sup>C variations cannot be explained by the event that occurred in 994, and <xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref> concluded that the event occurred in April &#xb1;2 months of 993 CE using the mean <sup>14</sup>C series of northern and southern hemispheres. However, <sup>14</sup>C data from other studies do not show a significant difference from 992 to 993 CE, despite increasing trends (<xref ref-type="bibr" rid="B37">Rakowski et al., 2018</xref>; <xref ref-type="bibr" rid="B9">Hakozaki et al., 2020</xref>). In addition, the Douglas-fir data series in <xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref> also showed an increasing trend with no significant increase, and the series was not used to calculate the northern hemisphere mean due to the difference in variations.</p>
<p>Such differences observed in the <sup>14</sup>C data reported so far have not been fully understood, hindering a consistent understanding of the event shown in <sup>14</sup>C data and affecting a <sup>14</sup>C spike-based dating (spike matching), which is rapidly advancing recently (<xref ref-type="bibr" rid="B43">Wacker et al., 2014</xref>; <xref ref-type="bibr" rid="B32">Oppenheimer et al., 2017</xref>; <xref ref-type="bibr" rid="B10">Hakozaki et al., 2018</xref>; <xref ref-type="bibr" rid="B16">Kuitems et al., 2021</xref>; <xref ref-type="bibr" rid="B35">Philippsen et al., 2021</xref>). In this study, we reinvestigated the Japanese cedar data around the 993 CE event by collecting new <sup>14</sup>C data and discussed the observed differences.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec id="s2-1">
<title>Sample and Age Determination by Dendrochronology</title>
<p>We prepared a new piece of wood of the same individual as the one used in <xref ref-type="bibr" rid="B21">Miyake et al. (2012)</xref> and <xref ref-type="bibr" rid="B22">Miyake et al. (2013)</xref> (<xref ref-type="fig" rid="F1">Figure 1</xref> upper). The age of the Japanese cedar sample was confirmed using two independent dendrochronological methods to eliminate dating uncertainties. Particularly, the age of the sample was determined by 1) cross-dating of ring widths with a master chronology (ITRDB, <ext-link ext-link-type="uri" xlink:href="https://www.ncdc.noaa.gov/paleo-search/study/15215">https://www.ncdc.noaa.gov/paleo-search/study/15215</ext-link>) and 2) cross-dating of annual &#x3b4;<sup>18</sup>O series with a master chronology (<xref ref-type="bibr" rid="B29">Nakatsuka et al., 2020</xref>; ITRDB, <ext-link ext-link-type="uri" xlink:href="https://www.ncei.noaa.gov/access/paleo-search/study/28832">https://www.ncei.noaa.gov/access/paleo-search/study/28832</ext-link>). Recently, dendrochronology using oxygen isotopes has been rapidly advancing in Japan, and a master chronology of &#x3b4;<sup>18</sup>O covering the 993 CE event has been established (<xref ref-type="bibr" rid="B29">Nakatsuka et al., 2020</xref>). For analyzing &#x3b4;<sup>18</sup>O, a plate-shaped wood (&#x223c;1&#xa0;mm thick) was prepared from the wood piece, and a series of celluloses were extracted via a chemical treatment (<xref ref-type="bibr" rid="B14">Kagawa et al., 2015</xref>). Each annual cellulose was wrapped in a silver foil, and the &#x3b4;<sup>18</sup>O of the wood piece (256 rings) was measured using a mass spectrometer (TCEA/Delta V Advantage; ThermoFisher Scientific Bremen, Germany). The cross-dating was performed using PAST 5 software.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>(upper) The Japanese cedar used for this study. (bottom) Plate-shaped cellulose was used for the &#x3b4;<sup>18</sup>O analysis.</p>
</caption>
<graphic xlink:href="fspas-09-886140-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>
<sup>14</sup>C Measurement</title>
<p>Cellulose for <sup>14</sup>C analysis was extracted as described in <xref ref-type="bibr" rid="B24">Miyake et al. (2015)</xref> using the conventional method, that is, each annual ring was separated using a cutter knife before the chemical treatment, and each separated ring was processed with acid&#x2013;alkali&#x2013;acid and sodium chlorite treatments to obtain celluloses. We measured <sup>14</sup>C concentrations in annual celluloses from 983 to 998 CE at the AMS facility at Yamagata University (YU-AMS, <xref ref-type="bibr" rid="B40">Tokanai et al., 2013</xref>). The years for 992, 993, 994, and 995 CE were measured twice to check reproducibility.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Cross-Dating of the Japanese Tree Sample</title>
<p>Previously, we obtained a good agreement in ring widths between the Japanese cedar sample and the master chronology of the Japanese cedar (tBP &#x3d; 6.95 [Baillie&#x2013;Pilcher t-value; <xref ref-type="bibr" rid="B1">Baillie and Pilcher, 1973</xref>]) (<xref ref-type="bibr" rid="B23">Miyake et al., 2014</xref>). In addition, the cross-dating using &#x3b4;<sup>18</sup>O data showed a high correlation between the Japanese cedar sample and the master chronology (tBP &#x3d; 6.17, <xref ref-type="fig" rid="F2">Figure 2</xref>). As two different dating results show the same age, our sample age was highly reliable.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Oxygen isotope ratio (&#x3b4;<sup>18</sup>O) of the master chronology (<xref ref-type="bibr" rid="B29">Nakatsuka et al., 2020</xref>; ITRDB, <ext-link ext-link-type="uri" xlink:href="https://www.ncei.noaa.gov/access/paleo-search/study/28832">https://www.ncei.noaa.gov/access/paleo-search/study/28832</ext-link>) and Japanese cedar (this study, showed in cross-dated age).</p>
</caption>
<graphic xlink:href="fspas-09-886140-g002.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>
<sup>14</sup>C Data of the Japanese Cedar</title>
<p>
<xref ref-type="fig" rid="F3">Figure 3A</xref> shows a measured result of <sup>14</sup>C concentrations of the Japanese cedar sample. The duplicated data for 992&#x2013;995 CE were reproduced within the errors. <xref ref-type="fig" rid="F3">Figure 3B</xref> shows a comparison between the previous dataset (<xref ref-type="bibr" rid="B22">Miyake et al., 2013</xref>: <sup>14</sup>C measurement was performed at the AMS in Nagoya University) and the new datasets of the Japanese cedar sample (for the duplicated data, weighted average considering the uncertainty of each data point was taken). Although the new data do not show an annual significant increase from 993 to 994 CE, the data, except for 990 CE, were reproduced well [not rejected at 95% confidence level by a chi-square test]. When the age of the rapid increase occurred in 992&#x2013;993 CE, namely, the uncorrected version of the ring age reported in the first version of <xref ref-type="bibr" rid="B22">Miyake et al. (2013)</xref>, the &#x3c7;<sup>2</sup> value&#x2013;evaluated difference between the previous and new data series was 21.5 (dof &#x3d; 13), which was worse than that of the increase that occurred in 993&#x2013;994 CE with the corrected age (&#x3c7;<sup>2</sup> &#x3d; 12.4, dof &#x3d; 13). From this, the new dataset agrees well with the previous dataset whose age was corrected (i.e., when a significant increase occurred in 993&#x2013;994 CE: <xref ref-type="bibr" rid="B22">Miyake et al., 2013</xref>; <xref ref-type="bibr" rid="B23">Miyake et al., 2014</xref>), and we confirmed the validity of the age correction in <xref ref-type="bibr" rid="B22">Miyake et al. (2013)</xref> and <xref ref-type="bibr" rid="B23">Miyake et al. (2014)</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(A)</bold> The measured <sup>14</sup>C data for this study. <bold>(B)</bold> Comparison with a previous result (open circles, <xref ref-type="bibr" rid="B22">Miyake et al., 2013</xref>) and this result (diamonds, weighted mean of Figure 3A). <bold>(C)</bold> Weighted mean of Japanese cedar datasets (black circles) and a mean of worldwide tree samples from the northern hemisphere (red dots, <xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al., 2018</xref>).</p>
</caption>
<graphic xlink:href="fspas-09-886140-g003.tif"/>
</fig>
<p>We took a weighted average for the new and previous data (<xref ref-type="fig" rid="F3">Figure 3C</xref>). In the weighted average series, a significant gap between 993 and 994 CE and no significant increase between 992 and 993 CE were observed. The increment from 993 to 994 CE was 5.9&#x2030; (average of the data errors: &#x223c;1.2&#x2030;).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussions</title>
<sec id="s4-1">
<title>Comparison With Worldwide Datasets</title>
<p>Available datasets for the 993 CE event are listed in <xref ref-type="table" rid="T1">Table 1</xref>. <xref ref-type="table" rid="T1">Table 1</xref> shows radiocarbon zones for each tree sample too. Radiocarbon zones were originally introduced to explain <sup>14</sup>C differences during the bomb peak, and have been defined as four regions in the northern hemisphere, that is, NH0, NH1, NH2, and NH3 zones (<xref ref-type="bibr" rid="B12">Hua et al., 2013</xref>, <xref ref-type="bibr" rid="B13">2021</xref>; <xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al., 2018</xref>). Boundaries of the radiocarbon zones were defined as 60&#xb0;N between NH0 and NH1 (<xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al., 2018</xref>), Ferrel cell&#x2013;Hadley cell boundaries (around 40&#xb0;N) between NH1 and NH2, and the mean summer position of the ITCZ between NH2 and NH3 (<xref ref-type="bibr" rid="B12">Hua et al., 2013</xref>; <xref ref-type="bibr" rid="B13">Hua et al., 2021</xref>). <xref ref-type="fig" rid="F4">Figures 4A&#x2013;C</xref> shows the &#x394;<sup>14</sup>C series in <xref ref-type="table" rid="T1">Table 1</xref> for radiocarbon zones NH0, NH1, and NH2. Previous studies have reported offset trends in <sup>14</sup>C data due to differences in radiocarbon zones, that is, &#x394;<sup>14</sup>C differences of radiocarbon zones NH2&#x2013;NH0 and NH1&#x2013;NH0 were observed at &#x223c;3&#x2030; and &#x223c;2&#x2030;, respectively, around 774 CE, 993 CE, and 5410 BCE (<xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al., 2018</xref>; <xref ref-type="bibr" rid="B27">Miyake et al., 2021</xref>). <xref ref-type="fig" rid="F4">Figure 4D</xref> shows a comparison of the average series of <xref ref-type="table" rid="T1">Table 1</xref> between different radiocarbon zones. The difference between the mean values of each radiocarbon zones is 2.8 &#xb1; 0.4&#x2030; (NH2&#x2013;NH0) and 1.2 &#xb1; 0.3 &#x2030; (NH1&#x2013;NH0), respectively (the errors were calculated via error propagation). These offsets agree with the previous results, and basically, it is considered to reflect the difference in the baseline for each radiocarbon zone as described in previous studies (<xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al., 2018</xref>; <xref ref-type="bibr" rid="B27">Miyake et al., 2021</xref>). However, the differences in 993 CE between each zone are particularly large.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Available <sup>14</sup>C datasets for the 993 CE event (Northern Hemisphere). For columns, the 992&#x2013;993 CE increase and 993&#x2013;994 CE increase, &#x3c3; indicates error propagation of &#x394;<sup>14</sup>C increase <italic>I</italic> (&#x3e;1&#x3c3;, &#x3e;2&#x3c3;, and &#x3e;3&#x3c3; denote 1&#x3c3; &#x3c; <italic>I</italic> &#x2264; 2&#x3c3;, 2&#x3c3; &#x3c; <italic>I</italic> &#x2264; 3&#x3c3;, and <italic>I</italic> &#x3e; 3&#x3c3;, respectively). The increases of more than 1&#x3c3; (&#x3e;1&#x3c3;) are shown as a reference in the table, though we did not consider them as significant increases.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Series (Genus)</th>
<th align="center">References</th>
<th align="center">Latitude, longitude</th>
<th align="center">Location</th>
<th align="center">Radiocarbon zone<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</th>
<th align="center">B&#xfc;ntgen et al. ref</th>
<th align="center">992&#x2013;993 CE increase</th>
<th align="center">993&#x2013;994 CE increase</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Japanese cedar (<italic>Cryptomeria</italic>)</td>
<td align="left">
<xref ref-type="bibr" rid="B22">Miyake et al., 2013</xref> and this study</td>
<td align="center">30.2&#xb0;N, 130.3&#xb0;E</td>
<td align="left">Kagoshima prefecture, Japan</td>
<td align="center">NH2</td>
<td align="left"/>
<td align="center">(&#x3e;1&#x3c3;)</td>
<td align="center">&#x3e;3&#x3c3;</td>
</tr>
<tr>
<td align="left">Japanese cypress (<italic>Chamaecyparis</italic>)</td>
<td align="left">
<xref ref-type="bibr" rid="B23">Miyake et al. (2014)</xref>
</td>
<td align="center">35&#xb0;19&#x2032;N, 137&#xb0;56&#x2032;E</td>
<td align="left">Nagano prefecture, Japan</td>
<td align="center">NH2</td>
<td align="left"/>
<td align="left"/>
<td align="center">&#x3e;3&#x3c3;</td>
</tr>
<tr>
<td align="left">Danish oak (<italic>Quercus</italic>)</td>
<td align="left">
<xref ref-type="bibr" rid="B6">Fogtmann-Schulz et al. (2017)</xref>
</td>
<td align="center">55.3&#xb0;N, 9.2&#xb0;E</td>
<td align="left">Mojb&#xf8;l in Southern Jutland, Denmark</td>
<td align="center">NH1</td>
<td align="left"/>
<td align="left"/>
<td align="center">&#x3e;3&#x3c3;: early-late (994 CE)</td>
</tr>
<tr>
<td align="left">Siberian larch (<italic>Larix</italic>)</td>
<td align="left">
<xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref>
</td>
<td align="center">50&#xb0;18&#x2032;N, 90&#xb0;18&#x2032;E</td>
<td align="left">Mongun and Sayan Mountains, Russia</td>
<td align="center">NH1</td>
<td align="center">
<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>ALT02</td>
<td align="center">&#x3e;2&#x3c3;</td>
<td align="center">&#x3e;2&#x3c3;</td>
</tr>
<tr>
<td align="left">Qilian juniper (<italic>Juniperus</italic>)</td>
<td align="left">
<xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref>
</td>
<td align="center">37&#xb0;27&#x2032;N, 97&#xb0;40&#x2032;E</td>
<td align="left">Delingha, China</td>
<td align="center">NH2</td>
<td align="center">
<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>CHI01</td>
<td align="center">&#x3e;2&#x3c3;</td>
<td align="center">(&#x3e;1&#x3c3;)</td>
</tr>
<tr>
<td align="left">Scots pine (<italic>Pinus</italic>)</td>
<td align="left">
<xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref>
</td>
<td align="center">68&#xb0;16&#x2032; N, 19&#xb0;27&#x2032;E</td>
<td align="left">Tornetr&#xe4;sk, Sweden</td>
<td align="center">NH0</td>
<td align="center">
<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>SWE01</td>
<td align="center">&#x3e;3&#x3c3;</td>
<td align="left"/>
</tr>
<tr>
<td align="left">Scots pine (<italic>Picea</italic>)</td>
<td align="left">
<xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref>
</td>
<td align="center">63&#xb0;09&#x2032;N, 13&#xb0;34&#x2032;E</td>
<td align="left">H&#xe5;ckervalen, Sweden</td>
<td align="center">NH0</td>
<td align="center">
<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>SWE03</td>
<td align="center">&#x3e;2&#x3c3;</td>
<td align="center">(&#x3e;1&#x3c3;)</td>
</tr>
<tr>
<td align="left">(<italic>Larix</italic>)</td>
<td align="left">
<xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref>
</td>
<td align="center">46&#xb0;40&#x2032;N, 101&#xb0;46&#x2032;E</td>
<td align="left">Mongolia</td>
<td align="center">NH1</td>
<td align="center">
<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>MON05</td>
<td align="center">(&#x3e;1&#x3c3;)</td>
<td align="center">(&#x3e;1&#x3c3;)</td>
</tr>
<tr>
<td align="left">Scots pine (<italic>Pinus</italic>)</td>
<td align="left">
<xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref>
</td>
<td align="center">68&#xb0;15&#x2032;N, 19&#xb0;37&#x2032;E</td>
<td align="left">Tornetr&#xe4;sk, Sweden</td>
<td align="center">NH0</td>
<td align="center">
<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>SWE02</td>
<td align="center">&#x3e;3&#x3c3;</td>
<td align="left"/>
</tr>
<tr>
<td align="left">Scots pine (<italic>Pinus</italic>)</td>
<td align="left">
<xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref>
</td>
<td align="center">68&#xb0;15&#x2032;N, 19&#xb0;37&#x2032;E</td>
<td align="left">Tornetr&#xe4;sk, Sweden</td>
<td align="center">NH0</td>
<td align="center">
<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>SWE04</td>
<td align="center">&#x3e;3&#x3c3;</td>
<td align="center">&#x3e;2&#x3c3;</td>
</tr>
<tr>
<td align="left">Douglas-fir (<italic>Pseudotsuga</italic>)</td>
<td align="left">
<xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref>
</td>
<td align="center">35&#xb0;57&#x2032;N, 108&#xb0;06&#x2032;W</td>
<td align="left">New Mexico, United States</td>
<td align="center">NH2</td>
<td align="center">USA07</td>
<td align="left"/>
<td align="center">(&#x3e;1&#x3c3;)</td>
</tr>
<tr>
<td align="left">English oak (<italic>Quercus</italic>)</td>
<td align="left">
<xref ref-type="bibr" rid="B37">Rakowski et al. (2018)</xref>
</td>
<td align="center">50.0522 N, 20.1035&#xa0;E</td>
<td align="left">Kujawy, near Krak&#xf3;w, SE Poland</td>
<td align="center">NH1</td>
<td align="left"/>
<td align="center">(&#x3e;1&#x3c3;)</td>
<td align="center">&#x3e;3&#x3c3;</td>
</tr>
<tr>
<td align="left">Asunaro (<italic>Thujopsis</italic>)</td>
<td align="left">
<xref ref-type="bibr" rid="B9">Hakozaki et al. (2020)</xref>
</td>
<td align="center">41.16 N, 141.24&#xa0;E</td>
<td align="left">Aomori prefecture, Japan</td>
<td align="center">NH1&#x223c;NH2?</td>
<td align="left"/>
<td align="left"/>
<td align="center">(&#x3e;1&#x3c3;)</td>
</tr>
<tr>
<td align="left">Oak</td>
<td align="left">
<xref ref-type="bibr" rid="B2">Brehm et al. (2021)</xref>
</td>
<td align="center">51.75&#xb0;N, 0.34&#xb0;W</td>
<td align="left">Hertfordshire, United Kingdom</td>
<td align="center">NH1</td>
<td align="left"/>
<td align="center">&#x3e;2&#x3c3;</td>
<td align="center">&#x3e;2&#x3c3;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>a</label>
<p>defined by <xref ref-type="bibr" rid="B13">Hua et al. (2021)</xref> and <xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref>.</p>
</fn>
<fn id="Tfn2">
<label>b</label>
<p>used for calculating NH mean in <xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref>.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A&#x2013;C)</bold> &#x394;<sup>14</sup>C series and its standard deviations (s.d.) for NH0, NH1, and NH2 zones. Since the resolution of the <sup>14</sup>C dataset of <xref ref-type="bibr" rid="B6">Fogtmann-Schltz et al. (2017)</xref> is earlywood&#x2013;latewood-separated, averaged data are shown here (its error of age 994 CE is the standard deviation). <bold>(D)</bold> Weighted mean series of NH0, NH1, and NH2 zones.</p>
</caption>
<graphic xlink:href="fspas-09-886140-g004.tif"/>
</fig>
<p>These differences in 993 CE reflect the differences in the timing of increase, as mentioned in the introduction, that is, some series started to increase significantly from 993 to 994 CE including the Japanese cedar sample, or from 992 to 993 CE (<xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al., 2018</xref>). <xref ref-type="table" rid="T1">Table 1</xref> summarizes the ages when each series shows a significant increase in 992&#x2013;993 CE and 993&#x2013;994 CE. Focusing on the NH0 zone (four series) and NH2 zone (four series) in particular, the NH0 zone started to increase in 992&#x2013;993 CE for all series (&#x3e;2&#x3c3;), whereas the NH2 zone started to increase in 993&#x2013;994 CE in three series except the Qilian juniper (note that the Qilian juniper is a sample taken from 37&#xb0;N and may be located near the NH1&#x2013;NH2 boundary). The Japanese cedar series is consistent with the Douglas-fir series (USA07 in <xref ref-type="fig" rid="F4">Figure 4C</xref>) which showed a different variation from the other series of <xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref>. The NH1 zone is not used to clarify the discussion because the NH1&#x2013;NH2 boundaries may vary by longitude, that is, between 36&#xb0;N and 42&#xb0;N (<xref ref-type="bibr" rid="B12">Hua et al., 2013</xref>). <xref ref-type="fig" rid="F5">Figure 5</xref> shows a comparison of the average series of NH2 and NH0 zones (the Japanese cedar series is also shown for reference), where we assumed the baseline of each radiocarbon zone is the average of 990&#x2013;992 CE and adjusted each average to zero on the vertical axis of <xref ref-type="fig" rid="F5">Figure 5</xref>. In this comparison, the data series agree well within the error except for 993 CE. Such a precursor to the <sup>14</sup>C increases at high latitude was also pointed out by <xref ref-type="bibr" rid="B34">Park et al. (2017)</xref> and <xref ref-type="bibr" rid="B42">Uusitalo et al. (2018)</xref> for the 774 CE event, that is, the Finnish Lapland and Yamal datasets from the NH0 zone show a significant increase from 773 to 774 CE, whereas lower latitudes data do not show the same.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Comparison between the weighted average of NH0 and NH2 series (Japanese cedar series is also shown). The average of 990&#x2013;992 CE of each series is adjusted to zero on the vertical axis.</p>
</caption>
<graphic xlink:href="fspas-09-886140-g005.tif"/>
</fig>
<p>Although differences in <sup>14</sup>C concentrations with latitude have been discussed in previous studies, that is, the baseline offset of <sup>14</sup>C concentrations (<xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al., 2018</xref>) and the latitudinal dependence of <sup>14</sup>C increase intensity during the event (<xref ref-type="bibr" rid="B42">Uusitalo et al., 2018</xref>), the difference of increase timing cannot be explained by these effects. Given that there is no large difference in tree growth between the NH0 and NH2 zones (e.g., June&#x2013;August and May&#x2013;September for the NH0 and NH2 zones, respectively: <xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al., 2018</xref>), the timing difference in the <sup>14</sup>C increase may reflect atmospheric transport. Originally, almost all <sup>14</sup>C production by SEPs occurs at high latitudes (&#x3e;60&#xb0;) in the stratosphere, and a fraction of nuclide production in high latitude to the global is much higher for SEPs than galactic cosmic rays (<xref ref-type="bibr" rid="B45">Poluianov et al., 2016</xref>; <xref ref-type="bibr" rid="B25">Miyake et al., 2019a</xref>). Subsequently, <sup>14</sup>C produced in the stratosphere is taken up by trees in the troposphere through the stratosphere&#x2013;troposphere exchange (STE). Generally, it is considered that the STE dominantly occurred in the midlatitudes (e.g., 30&#x2013;70&#xb0;N: <xref ref-type="bibr" rid="B39">Stohl et al., 2003</xref>; <xref ref-type="bibr" rid="B18">Liang et al., 2009</xref>). If the observed difference in the timing of <sup>14</sup>C increases reflects the effect of atmospheric transport, it would suggest that the STE of stratospheric high-latitude atmosphere occurs mainly in high latitudes (NH0 zone) and an atmosphere with a high <sup>14</sup>C concentration is transported from high latitudes to low latitudes in the troposphere, or the STE in high latitudes (NH0) occurs earlier than that in low latitudes (NH2).</p>
<p>Carbon cycle box models used in the past are unsuitable for discussing atmospheric transport as the box of the atmosphere is only divided into the stratosphere and troposphere (e.g., <xref ref-type="bibr" rid="B8">G&#xfc;ttler et al., 2015</xref>). Therefore, the development of a three-dimensional transport model and using it for evaluation will be crucial in the future. However, the <sup>14</sup>C data of 993 CE show a significant difference between NH0 and NH2 zones. This can be explained by a few months&#x2019; delay (&#x3c;&#x223c;half a year) of the NH2 zone with respect to the NH0 zone because an occurrence of the SEP event of 993 CE was estimated in April 993 CE using <sup>14</sup>C data of tree samples in both hemispheres (<xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al., 2018</xref>), and trees finish carbon fixation in around September. Considering that it takes up to 6 months for the hemispheric troposphere to become uniform (<xref ref-type="bibr" rid="B25">Miyake et al., 2019a</xref>), the few months&#x2019; delay is considered a reasonable explanation.</p>
<p>As described, most differences in the timing of the increase in reported <sup>14</sup>C data may be explained by such an atmospheric transport effect. However, from the timescale that the hemisphere becomes uniform (&#x223c;6 months: <xref ref-type="bibr" rid="B25">Miyake et al., 2019a</xref>), the <sup>14</sup>C concentration should be increased in 994 CE, which cannot explain the low concentration of the earlywood of the Danish oak in 994 CE (<xref ref-type="bibr" rid="B6">Fogtmann-Schltz et al., 2017</xref>). This may be explained by the characteristics of the tree species. Most data in <xref ref-type="table" rid="T1">Table 1</xref> are conifers; in addition, three series used hard woods (Danish oak and English oak: <xref ref-type="bibr" rid="B6">Fogtmann-Schltz et al., 2017</xref>; <xref ref-type="bibr" rid="B37">Rakowski et al., 2018</xref>; <xref ref-type="bibr" rid="B2">Brehm et al., 2021</xref>). The earlywood formation in deciduous broad-leaved trees with ring-porous wood begins before bud burst and is completed before the leaves are fully expanded (<xref ref-type="bibr" rid="B17">Ladefoged 1952</xref>; <xref ref-type="bibr" rid="B15">Kozlowski 1992</xref>; <xref ref-type="bibr" rid="B5">Catesson and Lachaud 1993</xref>; <xref ref-type="bibr" rid="B36">Pilcher 1995</xref>). Such earlywood formation originated from the stored carbon (before the previous year) and has also been shown by isotope analysis (<xref ref-type="bibr" rid="B11">Helle and Schleser, 2004</xref>). Earlywood data of the Danish oak series may also show such a difference in the carbon fixation time. Further studies on tree species and the fixation time of carbon will be required. Although we considered a simple delay effect due to atmospheric transport above, a dilution effect of the ocean may differ from region to region even if the latitude is the same (i.e., the closer to the ocean, the more affected by the ocean with a low <sup>14</sup>C concentration: e.g., <xref ref-type="bibr" rid="B28">Nakamura et al., 2013</xref>). For example, in a comparison of the Qilian juniper (inland in China) and Asunaro (Japan: close to the ocean), which are located around the NH1&#x2013;NH2 boundary, the Qilian juniper shows a <sup>14</sup>C increase from 992 to 993 (relatively sharp change); on the other hand, the Asunaro shows a gradual change. In the future, it will be necessary to consider each of these factors affecting <sup>14</sup>C concentrations in tree rings.</p>
</sec>
<sec id="s4-2">
<title>Spike Matching</title>
<p>The 993 CE event was detected as a significant <sup>14</sup>C increase in most trees and can be dated by <sup>14</sup>C spike matching. However, as mentioned above, there are differences in the absolute value and timing of an increase in <sup>14</sup>C concentration depending on the region (or tree species) of using the tree sample, namely, a 1-year age-determination error may occur in the case of the spike matching using the 993 CE event. Therefore, it is crucial to understand and apply the regional characteristics of the trees used for dating. That said, the 993 CE spikes can be dated in &#xb1;1 year, so it is definitely a breakthrough compared with conventional radiocarbon dating.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>In this study, we reinvestigated the <sup>14</sup>C data of Japanese cedar from the Yaku-island in southern Japan for the 993 CE event by using the sample which was dated using two dendrochronological methods (tree-rings and stable oxygen isotope). Although, newly obtained <sup>14</sup>C data series does not show a significant increase from 993 to 994 CE, it agrees with the previous data (<xref ref-type="bibr" rid="B22">Miyake et al., 2013</xref>; <xref ref-type="bibr" rid="B23">Miyake et al., 2014</xref>). The mean of the previous and current results shows a significant increase in 993&#x2013;994 CE. Compared with the tree data reported so far globally, lower latitude data show a delay in the timing of <sup>14</sup>C increases. Comparing the NH0 and NH2 zones, <sup>14</sup>C concentrations agreed well between 990 and 1000 CE except in 993 CE where a significantly large difference was observed. This could be explained by considering the atmospheric transport effect. In the future, evaluation using a GCM-based model that considers air transport will be relevant. Obvious differences in the timing of the rapid increase in the 993 CE event can result in a 1-year dating error in radiocarbon spike matching, which should be mentioned for many potential dating cases in the future.</p>
<p>From our analysis of the Japanese cedar, we obtained a consistent result with the result of the Douglas-fir, which was excluded from the northern hemisphere mean in <xref ref-type="bibr" rid="B4">B&#xfc;ntgen et al. (2018)</xref>. Compared with the NH0 zone, the <sup>14</sup>C data in the NH2 zone may be delayed by several months after the occurrence of the SEP event and be diluted due to the transportation. In addition, depending on the area where the trees grow, differences may occur due to the susceptibility to dilution, for example, the influence of lower <sup>14</sup>C concentrations of the ocean may differ depending on whether it is close to the ocean or inland. Differences in tree species could result in large seasonal <sup>14</sup>C data differences during radiocarbon spikes. In the future, it will be crucial to verify such regional or species differences in <sup>14</sup>C concentration in more detail. From the perspective of past SEP event exploration, trees living in the NH0 zone, which can clearly capture the <sup>14</sup>C increase, may be desirable.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material; further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>FM and MH designed the research. MH and KK prepared and dated the tree sample. FM, FT, MT, and TM prepared and conducted the <sup>14</sup>C analysis. FM and MH analyzed the data. All authors contributed to the discussions.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>FM&#x2019;s work was supported by the JSPS Kakenhi Grant Numbers JP26887019, JP16K13802, JP16H06005, and JP20H05643.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
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<ack>
<p>We would like to thank T. Spiegl for very useful discussions. We also thank the ISSI international team 510 (SEESUP).</p>
</ack>
<sec id="s11">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fspas.2022.886140/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fspas.2022.886140/full&#x23;supplementary-material</ext-link>
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<supplementary-material xlink:href="DataSheet1.xlsx" id="SM1" mimetype="application/xlsx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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