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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="data-paper" specific-use="SMUR" dtd-version="3.0" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher">ESSDD</journal-id>
<journal-title-group>
<journal-title>Earth System Science Data Discussions</journal-title>
<abbrev-journal-title abbrev-type="publisher">ESSDD</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Earth Syst. Sci. Data Discuss.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1866-3591</issn>
<publisher><publisher-name></publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/essd-2025-585</article-id>
<title-group>
<article-title>ABCFlux v2: Arctic&amp;ndash;boreal CO&lt;sub&gt;2&lt;/sub&gt; and CH&lt;sub&gt;4&lt;/sub&gt; monthly flux observations and ancillary information across terrestrial and freshwater ecosystems</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Virkkala</surname>
<given-names>Anna-Maria</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff186">
<sup>186</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Wargowsky</surname>
<given-names>Isabel</given-names>
<ext-link>https://orcid.org/0000-0001-6654-1414</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff186">
<sup>186</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Vogt</surname>
<given-names>Judith</given-names>
<ext-link>https://orcid.org/0000-0003-2502-7560</ext-link>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff186">
<sup>186</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kuhn</surname>
<given-names>McKenzie A.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff186">
<sup>186</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Madaan</surname>
<given-names>Simran</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>O'Keefe</surname>
<given-names>Richard</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Windholz</surname>
<given-names>Tiffany</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Arndt</surname>
<given-names>Kyle A.</given-names>
<ext-link>https://orcid.org/0000-0003-4158-2054</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rogers</surname>
<given-names>Brendan M.</given-names>
<ext-link>https://orcid.org/0000-0001-6711-8466</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Watts</surname>
<given-names>Jennifer D.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kent</surname>
<given-names>Kelcy</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Göckede</surname>
<given-names>Mathias</given-names>
<ext-link>https://orcid.org/0000-0003-2833-8401</ext-link>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Olefeldt</surname>
<given-names>David</given-names>
<ext-link>https://orcid.org/0000-0002-5976-1475</ext-link>
</name>
<xref ref-type="aff" rid="aff80">
<sup>80</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rocher-Ros</surname>
<given-names>Gerard</given-names>
<ext-link>https://orcid.org/0000-0001-7853-2531</ext-link>
</name>
<xref ref-type="aff" rid="aff54">
<sup>54</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Schuur</surname>
<given-names>Edward A. G.</given-names>
</name>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bastviken</surname>
<given-names>David</given-names>
<ext-link>https://orcid.org/0000-0003-0038-2152</ext-link>
</name>
<xref ref-type="aff" rid="aff82">
<sup>82</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Aalstad</surname>
<given-names>Kristoffer</given-names>
<ext-link>https://orcid.org/0000-0002-2475-3731</ext-link>
</name>
<xref ref-type="aff" rid="aff74">
<sup>74</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Aho</surname>
<given-names>Kelly</given-names>
<ext-link>https://orcid.org/0000-0002-1992-6378</ext-link>
</name>
<xref ref-type="aff" rid="aff35">
<sup>35</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ala-Könni</surname>
<given-names>Joonatan</given-names>
</name>
<xref ref-type="aff" rid="aff118">
<sup>118</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Alcock</surname>
<given-names>Haley</given-names>
</name>
<xref ref-type="aff" rid="aff67">
<sup>67</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Althuizen</surname>
<given-names>Inge</given-names>
<ext-link>https://orcid.org/0000-0003-3485-9609</ext-link>
</name>
<xref ref-type="aff" rid="aff149">
<sup>149</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Arp</surname>
<given-names>Christopher D.</given-names>
</name>
<xref ref-type="aff" rid="aff181">
<sup>181</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Asanuma</surname>
<given-names>Jun</given-names>
<ext-link>https://orcid.org/0000-0003-1258-5491</ext-link>
</name>
<xref ref-type="aff" rid="aff177">
<sup>177</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Attermeyer</surname>
<given-names>Katrin</given-names>
<ext-link>https://orcid.org/0000-0002-6503-9497</ext-link>
</name>
<xref ref-type="aff" rid="aff64">
<sup>64</sup>
</xref>
<xref ref-type="aff" rid="aff180">
<sup>180</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Aurela</surname>
<given-names>Mika</given-names>
<ext-link>https://orcid.org/0000-0002-4046-7225</ext-link>
</name>
<xref ref-type="aff" rid="aff96">
<sup>96</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Balathandayuthabani</surname>
<given-names>Sivakiruthika</given-names>
<ext-link>https://orcid.org/0000-0002-9058-3048</ext-link>
</name>
<xref ref-type="aff" rid="aff82">
<sup>82</sup>
</xref>
<xref ref-type="aff" rid="aff167">
<sup>167</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Barr</surname>
<given-names>Alan</given-names>
</name>
<xref ref-type="aff" rid="aff105">
<sup>105</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Barret</surname>
<given-names>Maialen</given-names>
<ext-link>https://orcid.org/0000-0003-1583-4502</ext-link>
</name>
<xref ref-type="aff" rid="aff136">
<sup>136</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Batkhishig</surname>
<given-names>Ochirbat</given-names>
</name>
<xref ref-type="aff" rid="aff126">
<sup>126</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Biasi</surname>
<given-names>Christina</given-names>
</name>
<xref ref-type="aff" rid="aff55">
<sup>55</sup>
</xref>
<xref ref-type="aff" rid="aff60">
<sup>60</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Björkman</surname>
<given-names>Mats P.</given-names>
<ext-link>https://orcid.org/0000-0001-5768-1976</ext-link>
</name>
<xref ref-type="aff" rid="aff34">
<sup>34</sup>
</xref>
<xref ref-type="aff" rid="aff106">
<sup>106</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Black</surname>
<given-names>Andrew</given-names>
<ext-link>https://orcid.org/0000-0002-7494-9767</ext-link>
</name>
<xref ref-type="aff" rid="aff93">
<sup>93</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Blanc-Betes</surname>
<given-names>Elena</given-names>
</name>
<xref ref-type="aff" rid="aff122">
<sup>122</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bodmer</surname>
<given-names>Pascal</given-names>
</name>
<xref ref-type="aff" rid="aff50">
<sup>50</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Boike</surname>
<given-names>Julia</given-names>
<ext-link>https://orcid.org/0000-0002-5875-2112</ext-link>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="aff" rid="aff115">
<sup>115</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bolek</surname>
<given-names>Abdullah</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bouchard</surname>
<given-names>Frédéric</given-names>
</name>
<xref ref-type="aff" rid="aff19">
<sup>19</sup>
</xref>
<xref ref-type="aff" rid="aff28">
<sup>28</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bussmann</surname>
<given-names>Ingeborg</given-names>
<ext-link>https://orcid.org/0000-0002-1197-7461</ext-link>
</name>
<xref ref-type="aff" rid="aff83">
<sup>83</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Cabrol</surname>
<given-names>Lea</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff141">
<sup>141</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Canfora</surname>
<given-names>Eleonora</given-names>
</name>
<xref ref-type="aff" rid="aff23">
<sup>23</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Carey</surname>
<given-names>Sean</given-names>
<ext-link>https://orcid.org/0000-0002-3316-228X</ext-link>
</name>
<xref ref-type="aff" rid="aff160">
<sup>160</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Castro-Morales</surname>
<given-names>Karel</given-names>
<ext-link>https://orcid.org/0000-0003-1245-3982</ext-link>
</name>
<xref ref-type="aff" rid="aff101">
<sup>101</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Chae</surname>
<given-names>Namyi</given-names>
</name>
<xref ref-type="aff" rid="aff129">
<sup>129</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Christen</surname>
<given-names>Andres</given-names>
<ext-link>https://orcid.org/0000-0003-3864-1703</ext-link>
</name>
<xref ref-type="aff" rid="aff89">
<sup>89</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Christensen</surname>
<given-names>Torben R.</given-names>
</name>
<xref ref-type="aff" rid="aff57">
<sup>57</sup>
</xref>
<xref ref-type="aff" rid="aff182">
<sup>182</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Christiansen</surname>
<given-names>Casper T.</given-names>
</name>
<xref ref-type="aff" rid="aff38">
<sup>38</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Chu</surname>
<given-names>Housen</given-names>
<ext-link>https://orcid.org/0000-0002-8131-4938</ext-link>
</name>
<xref ref-type="aff" rid="aff22">
<sup>22</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Clark</surname>
<given-names>Graham</given-names>
</name>
<xref ref-type="aff" rid="aff41">
<sup>41</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Clayer</surname>
<given-names>Francois</given-names>
</name>
<xref ref-type="aff" rid="aff151">
<sup>151</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Crill</surname>
<given-names>Patrick</given-names>
<ext-link>https://orcid.org/0000-0003-1110-3059</ext-link>
</name>
<xref ref-type="aff" rid="aff71">
<sup>71</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Cunada</surname>
<given-names>Christopher</given-names>
</name>
<xref ref-type="aff" rid="aff107">
<sup>107</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Davidson</surname>
<given-names>Scott J.</given-names>
<ext-link>https://orcid.org/0000-0001-8327-2121</ext-link>
</name>
<xref ref-type="aff" rid="aff49">
<sup>49</sup>
</xref>
<xref ref-type="aff" rid="aff26">
<sup>26</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Dean</surname>
<given-names>Joshua F.</given-names>
<ext-link>https://orcid.org/0000-0001-9058-7076</ext-link>
</name>
<xref ref-type="aff" rid="aff163">
<sup>163</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Dengel</surname>
<given-names>Sigrid</given-names>
</name>
<xref ref-type="aff" rid="aff137">
<sup>137</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Detto</surname>
<given-names>Matteo</given-names>
</name>
<xref ref-type="aff" rid="aff113">
<sup>113</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Dieleman</surname>
<given-names>Catherine</given-names>
</name>
<xref ref-type="aff" rid="aff162">
<sup>162</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Domine</surname>
<given-names>Florent</given-names>
<ext-link>https://orcid.org/0000-0001-6438-6879</ext-link>
</name>
<xref ref-type="aff" rid="aff166">
<sup>166</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Dyukarev</surname>
<given-names>Egor</given-names>
<ext-link>https://orcid.org/0000-0002-7019-4459</ext-link>
</name>
<xref ref-type="aff" rid="aff130">
<sup>130</sup>
</xref>
<xref ref-type="aff" rid="aff185">
<sup>185</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Edgar</surname>
<given-names>Colin</given-names>
<ext-link>https://orcid.org/0000-0002-7026-8358</ext-link>
</name>
<xref ref-type="aff" rid="aff123">
<sup>123</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Elberling</surname>
<given-names>Bo</given-names>
<ext-link>https://orcid.org/0000-0002-6023-885X</ext-link>
</name>
<xref ref-type="aff" rid="aff73">
<sup>73</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Emmerton</surname>
<given-names>Craig A.</given-names>
<ext-link>https://orcid.org/0000-0001-9511-9191</ext-link>
</name>
<xref ref-type="aff" rid="aff31">
<sup>31</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Euskirchen</surname>
<given-names>Eugenie</given-names>
<ext-link>https://orcid.org/0000-0002-0848-4295</ext-link>
</name>
<xref ref-type="aff" rid="aff123">
<sup>123</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Falvo</surname>
<given-names>Grant</given-names>
</name>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Friborg</surname>
<given-names>Thomas</given-names>
<ext-link>https://orcid.org/0000-0001-5633-6097</ext-link>
</name>
<xref ref-type="aff" rid="aff73">
<sup>73</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Garneau</surname>
<given-names>Michelle</given-names>
<ext-link>https://orcid.org/0000-0002-1956-9243</ext-link>
</name>
<xref ref-type="aff" rid="aff103">
<sup>103</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Giamberini</surname>
<given-names>Mariasilvia</given-names>
</name>
<xref ref-type="aff" rid="aff128">
<sup>128</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Glagolev</surname>
<given-names>Mikhail V.</given-names>
</name>
<xref ref-type="aff" rid="aff94">
<sup>94</sup>
</xref>
<xref ref-type="aff" rid="aff125">
<sup>125</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Gonzalez-Meler</surname>
<given-names>Miquel A.</given-names>
</name>
<xref ref-type="aff" rid="aff32">
<sup>32</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Granath</surname>
<given-names>Gustaf</given-names>
<ext-link>https://orcid.org/0000-0002-3632-9102</ext-link>
</name>
<xref ref-type="aff" rid="aff53">
<sup>53</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Guðmundsson</surname>
<given-names>Jón</given-names>
</name>
<xref ref-type="aff" rid="aff92">
<sup>92</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Happonen</surname>
<given-names>Konsta</given-names>
</name>
<xref ref-type="aff" rid="aff98">
<sup>98</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Harazono</surname>
<given-names>Yoshinobu</given-names>
</name>
<xref ref-type="aff" rid="aff133">
<sup>133</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Harris</surname>
<given-names>Lorna</given-names>
</name>
<xref ref-type="aff" rid="aff183">
<sup>183</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hashemi</surname>
<given-names>Josh</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hasson</surname>
<given-names>Nicholas</given-names>
</name>
<xref ref-type="aff" rid="aff172">
<sup>172</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Heerah</surname>
<given-names>Janna</given-names>
</name>
<xref ref-type="aff" rid="aff78">
<sup>78</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Heffernan</surname>
<given-names>Liam</given-names>
<ext-link>https://orcid.org/0000-0003-0145-2167</ext-link>
</name>
<xref ref-type="aff" rid="aff46">
<sup>46</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Helbig</surname>
<given-names>Manuel</given-names>
</name>
<xref ref-type="aff" rid="aff78">
<sup>78</sup>
</xref>
<xref ref-type="aff" rid="aff104">
<sup>104</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Helgason</surname>
<given-names>Warren</given-names>
<ext-link>https://orcid.org/0000-0002-7068-5717</ext-link>
</name>
<xref ref-type="aff" rid="aff20">
<sup>20</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Heliasz</surname>
<given-names>Michal</given-names>
</name>
<xref ref-type="aff" rid="aff18">
<sup>18</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Henry</surname>
<given-names>Greg</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hensgens</surname>
<given-names>Geert</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="aff" rid="aff46">
<sup>46</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hiyama</surname>
<given-names>Tetsuya</given-names>
</name>
<xref ref-type="aff" rid="aff121">
<sup>121</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hock</surname>
<given-names>Macall</given-names>
<ext-link>https://orcid.org/0009-0005-9786-1521</ext-link>
</name>
<xref ref-type="aff" rid="aff37">
<sup>37</sup>
</xref>
<xref ref-type="aff" rid="aff174">
<sup>174</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Holl</surname>
<given-names>David</given-names>
<ext-link>https://orcid.org/0000-0002-9269-7030</ext-link>
</name>
<xref ref-type="aff" rid="aff131">
<sup>131</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Holmes</surname>
<given-names>Beth</given-names>
</name>
<xref ref-type="aff" rid="aff48">
<sup>48</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Holst</surname>
<given-names>Jutta</given-names>
</name>
<xref ref-type="aff" rid="aff77">
<sup>77</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Holst</surname>
<given-names>Thomas</given-names>
</name>
<xref ref-type="aff" rid="aff77">
<sup>77</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hould-Gosselin</surname>
<given-names>Gabriel</given-names>
</name>
<xref ref-type="aff" rid="aff67">
<sup>67</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Humphreys</surname>
<given-names>Elyn</given-names>
<ext-link>https://orcid.org/0000-0002-5397-2802</ext-link>
</name>
<xref ref-type="aff" rid="aff65">
<sup>65</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hung</surname>
<given-names>Jacqueline</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Huotari</surname>
<given-names>Jussi</given-names>
</name>
<xref ref-type="aff" rid="aff91">
<sup>91</sup>
</xref>
<xref ref-type="aff" rid="aff139">
<sup>139</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ikawa</surname>
<given-names>Hiroki</given-names>
</name>
<xref ref-type="aff" rid="aff142">
<sup>142</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ilyasov</surname>
<given-names>Danil V.</given-names>
</name>
<xref ref-type="aff" rid="aff168">
<sup>168</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ishikawa</surname>
<given-names>Mamoru</given-names>
</name>
<xref ref-type="aff" rid="aff114">
<sup>114</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Iwahana</surname>
<given-names>Go</given-names>
<ext-link>https://orcid.org/0000-0003-4628-1074</ext-link>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<xref ref-type="aff" rid="aff133">
<sup>133</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Iwata</surname>
<given-names>Hiroki</given-names>
</name>
<xref ref-type="aff" rid="aff61">
<sup>61</sup>
</xref>
<xref ref-type="aff" rid="aff120">
<sup>120</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jackowicz-Korczynski</surname>
<given-names>Marcin Antoni</given-names>
<ext-link>https://orcid.org/0000-0002-6574-5703</ext-link>
</name>
<xref ref-type="aff" rid="aff56">
<sup>56</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jansen</surname>
<given-names>Joachim</given-names>
<ext-link>https://orcid.org/0000-0001-5965-7662</ext-link>
</name>
<xref ref-type="aff" rid="aff118">
<sup>118</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Järveoja</surname>
<given-names>Järvi</given-names>
<ext-link>https://orcid.org/0000-0001-6317-660X</ext-link>
</name>
<xref ref-type="aff" rid="aff63">
<sup>63</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jassey</surname>
<given-names>Vincent E. J.</given-names>
<ext-link>https://orcid.org/0000-0002-1450-2437</ext-link>
</name>
<xref ref-type="aff" rid="aff170">
<sup>170</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jensen</surname>
<given-names>Rasmus</given-names>
</name>
<xref ref-type="aff" rid="aff57">
<sup>57</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jentzsch</surname>
<given-names>Katharina</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jespersen</surname>
<given-names>Robert G.</given-names>
</name>
<xref ref-type="aff" rid="aff169">
<sup>169</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Johannesson</surname>
<given-names>Carl-Fredrik</given-names>
<ext-link>https://orcid.org/0000-0002-2651-7505</ext-link>
</name>
<xref ref-type="aff" rid="aff73">
<sup>73</sup>
</xref>
<xref ref-type="aff" rid="aff150">
<sup>150</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jones</surname>
<given-names>Chersity P.</given-names>
</name>
<xref ref-type="aff" rid="aff44">
<sup>44</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jonsson</surname>
<given-names>Anders</given-names>
</name>
<xref ref-type="aff" rid="aff54">
<sup>54</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jung</surname>
<given-names>Ji Young</given-names>
</name>
<xref ref-type="aff" rid="aff135">
<sup>135</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Juutinen</surname>
<given-names>Sari</given-names>
</name>
<xref ref-type="aff" rid="aff97">
<sup>97</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kane</surname>
<given-names>Evan</given-names>
</name>
<xref ref-type="aff" rid="aff24">
<sup>24</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Karlsson</surname>
<given-names>Jan</given-names>
</name>
<xref ref-type="aff" rid="aff54">
<sup>54</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Karsanaev</surname>
<given-names>Sergey</given-names>
</name>
<xref ref-type="aff" rid="aff119">
<sup>119</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kasak</surname>
<given-names>Kuno</given-names>
<ext-link>https://orcid.org/0000-0002-0810-2154</ext-link>
</name>
<xref ref-type="aff" rid="aff70">
<sup>70</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kelly</surname>
<given-names>Julia</given-names>
<ext-link>https://orcid.org/0000-0002-7370-1401</ext-link>
</name>
<xref ref-type="aff" rid="aff18">
<sup>18</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kempton</surname>
<given-names>Kasha</given-names>
<ext-link>https://orcid.org/0009-0003-7465-1359</ext-link>
</name>
<xref ref-type="aff" rid="aff80">
<sup>80</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Klaus</surname>
<given-names>Marcus</given-names>
<ext-link>https://orcid.org/0000-0003-0747-3524</ext-link>
</name>
<xref ref-type="aff" rid="aff63">
<sup>63</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kling</surname>
<given-names>George W.</given-names>
<ext-link>https://orcid.org/0000-0002-6349-8227</ext-link>
</name>
<xref ref-type="aff" rid="aff52">
<sup>52</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kljun</surname>
<given-names>Natacha</given-names>
<ext-link>https://orcid.org/0000-0001-9650-2184</ext-link>
</name>
<xref ref-type="aff" rid="aff18">
<sup>18</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Knutson</surname>
<given-names>Jacqueline</given-names>
<ext-link>https://orcid.org/0000-0001-7976-6321</ext-link>
</name>
<xref ref-type="aff" rid="aff151">
<sup>151</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kobayashi</surname>
<given-names>Hideki</given-names>
<ext-link>https://orcid.org/0000-0001-9319-0621</ext-link>
</name>
<xref ref-type="aff" rid="aff134">
<sup>134</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kochendorfer</surname>
<given-names>John</given-names>
</name>
<xref ref-type="aff" rid="aff148">
<sup>148</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kohonen</surname>
<given-names>Kukka-Maaria</given-names>
<ext-link>https://orcid.org/0000-0001-9258-1225</ext-link>
</name>
<xref ref-type="aff" rid="aff62">
<sup>62</sup>
</xref>
<xref ref-type="aff" rid="aff118">
<sup>118</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kolari</surname>
<given-names>Pasi</given-names>
</name>
<xref ref-type="aff" rid="aff175">
<sup>175</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Korkiakoski</surname>
<given-names>Mika</given-names>
<ext-link>https://orcid.org/0000-0001-6875-9978</ext-link>
</name>
<xref ref-type="aff" rid="aff96">
<sup>96</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Korrensalo</surname>
<given-names>Aino</given-names>
<ext-link>https://orcid.org/0000-0002-0320-8689</ext-link>
</name>
<xref ref-type="aff" rid="aff60">
<sup>60</sup>
</xref>
<xref ref-type="aff" rid="aff147">
<sup>147</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kortelainen</surname>
<given-names>Pirkko</given-names>
</name>
<xref ref-type="aff" rid="aff95">
<sup>95</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Koster</surname>
<given-names>Egle</given-names>
</name>
<xref ref-type="aff" rid="aff59">
<sup>59</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Koster</surname>
<given-names>Kajar</given-names>
</name>
<xref ref-type="aff" rid="aff59">
<sup>59</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kotani</surname>
<given-names>Ayumi</given-names>
<ext-link>https://orcid.org/0000-0003-0350-0775</ext-link>
</name>
<xref ref-type="aff" rid="aff109">
<sup>109</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Krishnan</surname>
<given-names>Praveena</given-names>
</name>
<xref ref-type="aff" rid="aff148">
<sup>148</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kurbatova</surname>
<given-names>Juliya</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kutzbach</surname>
<given-names>Lars</given-names>
<ext-link>https://orcid.org/0000-0003-2631-2742</ext-link>
</name>
<xref ref-type="aff" rid="aff131">
<sup>131</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kwon</surname>
<given-names>Min Jung</given-names>
<ext-link>https://orcid.org/0000-0002-7330-2320</ext-link>
</name>
<xref ref-type="aff" rid="aff132">
<sup>132</sup>
</xref>
<xref ref-type="aff" rid="aff135">
<sup>135</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kyzivat</surname>
<given-names>Ethan D.</given-names>
</name>
<xref ref-type="aff" rid="aff43">
<sup>43</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lagroix</surname>
<given-names>Jessica</given-names>
</name>
<xref ref-type="aff" rid="aff173">
<sup>173</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Langhorst</surname>
<given-names>Theodore</given-names>
</name>
<xref ref-type="aff" rid="aff176">
<sup>176</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lapshina</surname>
<given-names>Elena</given-names>
<ext-link>https://orcid.org/0000-0001-5571-7787</ext-link>
</name>
<xref ref-type="aff" rid="aff168">
<sup>168</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Larmola</surname>
<given-names>Tuula</given-names>
<ext-link>https://orcid.org/0000-0002-9350-6689</ext-link>
</name>
<xref ref-type="aff" rid="aff146">
<sup>146</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Larsen</surname>
<given-names>Klaus S.</given-names>
<ext-link>https://orcid.org/0000-0002-1421-6182</ext-link>
</name>
<xref ref-type="aff" rid="aff73">
<sup>73</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Laurion</surname>
<given-names>Isabelle</given-names>
<ext-link>https://orcid.org/0000-0001-8694-3330</ext-link>
</name>
<xref ref-type="aff" rid="aff16">
<sup>16</sup>
</xref>
<xref ref-type="aff" rid="aff19">
<sup>19</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ledman</surname>
<given-names>Justin</given-names>
</name>
<xref ref-type="aff" rid="aff14">
<sup>14</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lee</surname>
<given-names>Hanna</given-names>
<ext-link>https://orcid.org/0000-0002-2003-4377</ext-link>
</name>
<xref ref-type="aff" rid="aff36">
<sup>36</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Leffler</surname>
<given-names>A. Joshua</given-names>
</name>
<xref ref-type="aff" rid="aff76">
<sup>76</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lesack</surname>
<given-names>Lance</given-names>
</name>
<xref ref-type="aff" rid="aff84">
<sup>84</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lindroth</surname>
<given-names>Anders</given-names>
</name>
<xref ref-type="aff" rid="aff77">
<sup>77</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lipson</surname>
<given-names>David</given-names>
</name>
<xref ref-type="aff" rid="aff37">
<sup>37</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lohila</surname>
<given-names>Annalea</given-names>
<ext-link>https://orcid.org/0000-0003-3541-672X</ext-link>
</name>
<xref ref-type="aff" rid="aff96">
<sup>96</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>López-Blanco</surname>
<given-names>Efrén</given-names>
</name>
<xref ref-type="aff" rid="aff56">
<sup>56</sup>
</xref>
<xref ref-type="aff" rid="aff58">
<sup>58</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>St. Louis</surname>
<given-names>Vincent L.</given-names>
</name>
<xref ref-type="aff" rid="aff31">
<sup>31</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lundin</surname>
<given-names>Erik</given-names>
<ext-link>https://orcid.org/0000-0002-3785-8305</ext-link>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Luoto</surname>
<given-names>Misha</given-names>
<ext-link>https://orcid.org/0000-0001-6203-5143</ext-link>
</name>
<xref ref-type="aff" rid="aff72">
<sup>72</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Machimura</surname>
<given-names>Takashi</given-names>
</name>
<xref ref-type="aff" rid="aff110">
<sup>110</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Magnani</surname>
<given-names>Marta</given-names>
</name>
<xref ref-type="aff" rid="aff127">
<sup>127</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Malhotra</surname>
<given-names>Avni</given-names>
<ext-link>https://orcid.org/0000-0002-7850-6402</ext-link>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Maljanen</surname>
<given-names>Marja</given-names>
</name>
<xref ref-type="aff" rid="aff60">
<sup>60</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mammarella</surname>
<given-names>Ivan</given-names>
<ext-link>https://orcid.org/0000-0002-8516-3356</ext-link>
</name>
<xref ref-type="aff" rid="aff118">
<sup>118</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Männistö</surname>
<given-names>Elisa</given-names>
</name>
<xref ref-type="aff" rid="aff153">
<sup>153</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Marchesini</surname>
<given-names>Luca Belelli</given-names>
<ext-link>https://orcid.org/0000-0001-8408-4675</ext-link>
</name>
<xref ref-type="aff" rid="aff99">
<sup>99</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Marsh</surname>
<given-names>Phil</given-names>
<ext-link>https://orcid.org/0000-0002-3618-6893</ext-link>
</name>
<xref ref-type="aff" rid="aff184">
<sup>184</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Martkainen</surname>
<given-names>Pertti J.</given-names>
</name>
<xref ref-type="aff" rid="aff60">
<sup>60</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Marushchak</surname>
<given-names>Maija E.</given-names>
<ext-link>https://orcid.org/0000-0002-2308-5049</ext-link>
</name>
<xref ref-type="aff" rid="aff60">
<sup>60</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mastepanov</surname>
<given-names>Mikhail</given-names>
<ext-link>https://orcid.org/0000-0002-5543-0302</ext-link>
</name>
<xref ref-type="aff" rid="aff56">
<sup>56</sup>
</xref>
<xref ref-type="aff" rid="aff152">
<sup>152</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mavrovic</surname>
<given-names>Alex</given-names>
<ext-link>https://orcid.org/0000-0003-4314-4461</ext-link>
</name>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
<xref ref-type="aff" rid="aff19">
<sup>19</sup>
</xref>
<xref ref-type="aff" rid="aff171">
<sup>171</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Maximov</surname>
<given-names>Trofim</given-names>
</name>
<xref ref-type="aff" rid="aff119">
<sup>119</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Minions</surname>
<given-names>Christina</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Montemayor</surname>
<given-names>Marco</given-names>
<ext-link>https://orcid.org/0009-0006-3373-837X</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Morishita</surname>
<given-names>Tomoaki</given-names>
</name>
<xref ref-type="aff" rid="aff100">
<sup>100</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Murphy</surname>
<given-names>Patrick</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Nadeau</surname>
<given-names>Daniel F.</given-names>
</name>
<xref ref-type="aff" rid="aff40">
<sup>40</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Nicholls</surname>
<given-names>Erin</given-names>
</name>
<xref ref-type="aff" rid="aff47">
<sup>47</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Nilsson</surname>
<given-names>Mats B.</given-names>
<ext-link>https://orcid.org/0000-0003-3765-6399</ext-link>
</name>
<xref ref-type="aff" rid="aff63">
<sup>63</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Niyazova</surname>
<given-names>Anastasia</given-names>
</name>
<xref ref-type="aff" rid="aff168">
<sup>168</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Nordén</surname>
<given-names>Jenni</given-names>
</name>
<xref ref-type="aff" rid="aff150">
<sup>150</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Noumonvi</surname>
<given-names>Koffi Dodji</given-names>
<ext-link>https://orcid.org/0000-0002-3305-174X</ext-link>
</name>
<xref ref-type="aff" rid="aff63">
<sup>63</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Nykanen</surname>
<given-names>Hannu</given-names>
</name>
<xref ref-type="aff" rid="aff60">
<sup>60</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Oechel</surname>
<given-names>Walter</given-names>
<ext-link>https://orcid.org/0000-0002-3504-026X</ext-link>
</name>
<xref ref-type="aff" rid="aff37">
<sup>37</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ojala</surname>
<given-names>Anne</given-names>
</name>
<xref ref-type="aff" rid="aff146">
<sup>146</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Okadera</surname>
<given-names>Tomohiro</given-names>
</name>
<xref ref-type="aff" rid="aff143">
<sup>143</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pal</surname>
<given-names>Sujan</given-names>
<ext-link>https://orcid.org/0000-0001-6503-0014</ext-link>
</name>
<xref ref-type="aff" rid="aff90">
<sup>90</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Panov</surname>
<given-names>Alexey V.</given-names>
</name>
<xref ref-type="aff" rid="aff179">
<sup>179</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Papakyriakou</surname>
<given-names>Tim</given-names>
</name>
<xref ref-type="aff" rid="aff17">
<sup>17</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Papale</surname>
<given-names>Dario</given-names>
<ext-link>https://orcid.org/0000-0001-5170-8648</ext-link>
</name>
<xref ref-type="aff" rid="aff144">
<sup>144</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Park</surname>
<given-names>Sang-Jong</given-names>
</name>
<xref ref-type="aff" rid="aff135">
<sup>135</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Parmentier</surname>
<given-names>Frans-Jan W.</given-names>
<ext-link>https://orcid.org/0000-0003-2952-7706</ext-link>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pastorello</surname>
<given-names>Gilberto</given-names>
<ext-link>https://orcid.org/0000-0002-9387-3702</ext-link>
</name>
<xref ref-type="aff" rid="aff164">
<sup>164</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Peacock</surname>
<given-names>Mike</given-names>
<ext-link>https://orcid.org/0000-0002-3086-2854</ext-link>
</name>
<xref ref-type="aff" rid="aff29">
<sup>29</sup>
</xref>
<xref ref-type="aff" rid="aff66">
<sup>66</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Peichl</surname>
<given-names>Matthias</given-names>
<ext-link>https://orcid.org/0000-0002-9940-5846</ext-link>
</name>
<xref ref-type="aff" rid="aff63">
<sup>63</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Petrov</surname>
<given-names>Roman</given-names>
</name>
<xref ref-type="aff" rid="aff119">
<sup>119</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>St. Pierre</surname>
<given-names>Kyra</given-names>
<ext-link>https://orcid.org/0000-0003-0981-920X</ext-link>
</name>
<xref ref-type="aff" rid="aff42">
<sup>42</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pirk</surname>
<given-names>Norbert</given-names>
<ext-link>https://orcid.org/0000-0002-8137-2329</ext-link>
</name>
<xref ref-type="aff" rid="aff74">
<sup>74</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Plein</surname>
<given-names>Jessica</given-names>
<ext-link>https://orcid.org/0000-0002-4505-8527</ext-link>
</name>
<xref ref-type="aff" rid="aff37">
<sup>37</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Preskienis</surname>
<given-names>Vilmantas</given-names>
</name>
<xref ref-type="aff" rid="aff16">
<sup>16</sup>
</xref>
<xref ref-type="aff" rid="aff19">
<sup>19</sup>
</xref>
<xref ref-type="aff" rid="aff27">
<sup>27</sup>
</xref>
<xref ref-type="aff" rid="aff112">
<sup>112</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Prokushkin</surname>
<given-names>Anatoly</given-names>
<ext-link>https://orcid.org/0000-0001-8721-2142</ext-link>
</name>
<xref ref-type="aff" rid="aff179">
<sup>179</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pumpanen</surname>
<given-names>Jukka</given-names>
<ext-link>https://orcid.org/0000-0003-4879-3663</ext-link>
</name>
<xref ref-type="aff" rid="aff60">
<sup>60</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rains</surname>
<given-names>Hilary A.</given-names>
</name>
<xref ref-type="aff" rid="aff154">
<sup>154</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rakos</surname>
<given-names>Niklas</given-names>
<ext-link>https://orcid.org/0000-0002-5268-5799</ext-link>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Räsänen</surname>
<given-names>Aleski</given-names>
<ext-link>https://orcid.org/0000-0002-3629-1837</ext-link>
</name>
<xref ref-type="aff" rid="aff102">
<sup>102</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rautakoski</surname>
<given-names>Helena</given-names>
<ext-link>https://orcid.org/0000-0002-5297-286X</ext-link>
</name>
<xref ref-type="aff" rid="aff97">
<sup>97</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rinnan</surname>
<given-names>Riika</given-names>
<ext-link>https://orcid.org/0000-0001-7222-700X</ext-link>
</name>
<xref ref-type="aff" rid="aff38">
<sup>38</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rinne</surname>
<given-names>Janne</given-names>
<ext-link>https://orcid.org/0000-0003-1168-7138</ext-link>
</name>
<xref ref-type="aff" rid="aff146">
<sup>146</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rocha</surname>
<given-names>Adrian</given-names>
</name>
<xref ref-type="aff" rid="aff33">
<sup>33</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Roulet</surname>
<given-names>Nigel</given-names>
<ext-link>https://orcid.org/0000-0001-9571-1929</ext-link>
</name>
<xref ref-type="aff" rid="aff140">
<sup>140</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Roy</surname>
<given-names>Alexandre</given-names>
<ext-link>https://orcid.org/0000-0002-1472-3619</ext-link>
</name>
<xref ref-type="aff" rid="aff19">
<sup>19</sup>
</xref>
<xref ref-type="aff" rid="aff171">
<sup>171</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rutgersson</surname>
<given-names>Anna</given-names>
<ext-link>https://orcid.org/0000-0001-7656-1881</ext-link>
</name>
<xref ref-type="aff" rid="aff45">
<sup>45</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sabrekov</surname>
<given-names>Aleksandr F.</given-names>
<ext-link>https://orcid.org/0000-0002-6501-912X</ext-link>
</name>
<xref ref-type="aff" rid="aff168">
<sup>168</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sachs</surname>
<given-names>Torsten</given-names>
<ext-link>https://orcid.org/0000-0002-9959-4771</ext-link>
</name>
<xref ref-type="aff" rid="aff104">
<sup>104</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sahlée</surname>
<given-names>Erik</given-names>
</name>
<xref ref-type="aff" rid="aff45">
<sup>45</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Salazar</surname>
<given-names>Alejandro</given-names>
<ext-link>https://orcid.org/0000-0002-0798-882X</ext-link>
</name>
<xref ref-type="aff" rid="aff92">
<sup>92</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sawakuchi</surname>
<given-names>Henrique Oliveira</given-names>
<ext-link>https://orcid.org/0000-0002-6815-7261</ext-link>
</name>
<xref ref-type="aff" rid="aff82">
<sup>82</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Schulze</surname>
<given-names>Christopher</given-names>
<ext-link>https://orcid.org/0000-0002-6579-0360</ext-link>
</name>
<xref ref-type="aff" rid="aff67">
<sup>67</sup>
</xref>
<xref ref-type="aff" rid="aff80">
<sup>80</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Seco</surname>
<given-names>Roger</given-names>
<ext-link>https://orcid.org/0000-0002-2078-9956</ext-link>
</name>
<xref ref-type="aff" rid="aff124">
<sup>124</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sepulveda-Jauregui</surname>
<given-names>Armando</given-names>
<ext-link>https://orcid.org/0000-0001-7777-4520</ext-link>
</name>
<xref ref-type="aff" rid="aff79">
<sup>79</sup>
</xref>
<xref ref-type="aff" rid="aff138">
<sup>138</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Serikova</surname>
<given-names>Svetlana</given-names>
</name>
<xref ref-type="aff" rid="aff54">
<sup>54</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Serrone</surname>
<given-names>Abbey</given-names>
</name>
<xref ref-type="aff" rid="aff21">
<sup>21</sup>
</xref>
<xref ref-type="aff" rid="aff34">
<sup>34</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Silvennoinen</surname>
<given-names>Hanna M.</given-names>
</name>
<xref ref-type="aff" rid="aff150">
<sup>150</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sjogersten</surname>
<given-names>Sofie</given-names>
</name>
<xref ref-type="aff" rid="aff159">
<sup>159</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Skeeter</surname>
<given-names>June</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff145">
<sup>145</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Snöälv</surname>
<given-names>Jo</given-names>
</name>
<xref ref-type="aff" rid="aff69">
<sup>69</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sobek</surname>
<given-names>Sebastian</given-names>
</name>
<xref ref-type="aff" rid="aff53">
<sup>53</sup>
</xref>
<xref ref-type="aff" rid="aff75">
<sup>75</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sonnentag</surname>
<given-names>Oliver</given-names>
</name>
<xref ref-type="aff" rid="aff67">
<sup>67</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Stanley</surname>
<given-names>Emily H.</given-names>
<ext-link>https://orcid.org/0000-0003-4922-8121</ext-link>
</name>
<xref ref-type="aff" rid="aff15">
<sup>15</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Strack</surname>
<given-names>Maria</given-names>
</name>
<xref ref-type="aff" rid="aff178">
<sup>178</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Strom</surname>
<given-names>Lena</given-names>
</name>
<xref ref-type="aff" rid="aff77">
<sup>77</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sullivan</surname>
<given-names>Patrick</given-names>
<ext-link>https://orcid.org/0000-0002-8015-3036</ext-link>
</name>
<xref ref-type="aff" rid="aff88">
<sup>88</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sullivan</surname>
<given-names>Ryan</given-names>
<ext-link>https://orcid.org/0000-0002-3500-1842</ext-link>
</name>
<xref ref-type="aff" rid="aff90">
<sup>90</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sytiuk</surname>
<given-names>Anna</given-names>
</name>
<xref ref-type="aff" rid="aff170">
<sup>170</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tagesson</surname>
<given-names>Torbern</given-names>
</name>
<xref ref-type="aff" rid="aff77">
<sup>77</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Taillardat</surname>
<given-names>Pierre</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Talbot</surname>
<given-names>Julie</given-names>
</name>
<xref ref-type="aff" rid="aff67">
<sup>67</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tank</surname>
<given-names>Suzanne E.</given-names>
<ext-link>https://orcid.org/0000-0002-5371-6577</ext-link>
</name>
<xref ref-type="aff" rid="aff31">
<sup>31</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tenuta</surname>
<given-names>Mario</given-names>
</name>
<xref ref-type="aff" rid="aff81">
<sup>81</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Terenteva</surname>
<given-names>Irina</given-names>
</name>
<xref ref-type="aff" rid="aff68">
<sup>68</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Thalasso</surname>
<given-names>Frederic</given-names>
<ext-link>https://orcid.org/0000-0003-2246-2372</ext-link>
</name>
<xref ref-type="aff" rid="aff39">
<sup>39</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Thiboult</surname>
<given-names>Antoine</given-names>
</name>
<xref ref-type="aff" rid="aff40">
<sup>40</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Thorgeirsson</surname>
<given-names>Halldor</given-names>
</name>
<xref ref-type="aff" rid="aff117">
<sup>117</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Garcia Tigreros</surname>
<given-names>Fenix</given-names>
<ext-link>https://orcid.org/0000-0001-8694-9046</ext-link>
</name>
<xref ref-type="aff" rid="aff111">
<sup>111</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Torn</surname>
<given-names>Margaret</given-names>
</name>
<xref ref-type="aff" rid="aff22">
<sup>22</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Townsend-Small</surname>
<given-names>Amy</given-names>
<ext-link>https://orcid.org/0000-0002-6107-0833</ext-link>
</name>
<xref ref-type="aff" rid="aff161">
<sup>161</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Treat</surname>
<given-names>Claire</given-names>
<ext-link>https://orcid.org/0000-0002-1225-8178</ext-link>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="aff" rid="aff155">
<sup>155</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tremblay</surname>
<given-names>Alain</given-names>
</name>
<xref ref-type="aff" rid="aff116">
<sup>116</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Trotta</surname>
<given-names>Carlo</given-names>
<ext-link>https://orcid.org/0000-0001-6377-0262</ext-link>
</name>
<xref ref-type="aff" rid="aff23">
<sup>23</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Tuittila</surname>
<given-names>Eeva-Stiina</given-names>
<ext-link>https://orcid.org/0000-0001-8861-3167</ext-link>
</name>
<xref ref-type="aff" rid="aff153">
<sup>153</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Turetsky</surname>
<given-names>Merritt</given-names>
</name>
<xref ref-type="aff" rid="aff51">
<sup>51</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Ueyama</surname>
<given-names>Masahito</given-names>
<ext-link>https://orcid.org/0000-0002-4000-4888</ext-link>
</name>
<xref ref-type="aff" rid="aff108">
<sup>108</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Umair</surname>
<given-names>Muhammad</given-names>
<ext-link>https://orcid.org/0000-0002-7651-9015</ext-link>
</name>
<xref ref-type="aff" rid="aff67">
<sup>67</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Vähä</surname>
<given-names>Aki</given-names>
</name>
<xref ref-type="aff" rid="aff118">
<sup>118</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>van Delden</surname>
<given-names>Lona</given-names>
<ext-link>https://orcid.org/0000-0003-4332-3160</ext-link>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>van Hardenbroek</surname>
<given-names>Maarten</given-names>
</name>
<xref ref-type="aff" rid="aff25">
<sup>25</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Varlagin</surname>
<given-names>Andrej</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Varner</surname>
<given-names>Ruth K.</given-names>
<ext-link>https://orcid.org/0000-0002-3571-6629</ext-link>
</name>
<xref ref-type="aff" rid="aff44">
<sup>44</sup>
</xref>
<xref ref-type="aff" rid="aff71">
<sup>71</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Veretennikova</surname>
<given-names>Elena</given-names>
</name>
<xref ref-type="aff" rid="aff130">
<sup>130</sup>
</xref>
<xref ref-type="aff" rid="aff165">
<sup>165</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Vesala</surname>
<given-names>Timo</given-names>
</name>
<xref ref-type="aff" rid="aff175">
<sup>175</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Virtanen</surname>
<given-names>Tarmo</given-names>
</name>
<xref ref-type="aff" rid="aff87">
<sup>87</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Voigt</surname>
<given-names>Carolina</given-names>
<ext-link>https://orcid.org/0000-0001-8589-1428</ext-link>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="aff" rid="aff67">
<sup>67</sup>
</xref>
<xref ref-type="aff" rid="aff132">
<sup>132</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Vonk</surname>
<given-names>Jorien E.</given-names>
</name>
<xref ref-type="aff" rid="aff46">
<sup>46</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Wagner</surname>
<given-names>Robert</given-names>
</name>
<xref ref-type="aff" rid="aff37">
<sup>37</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Walter Anthony</surname>
<given-names>Katey</given-names>
</name>
<xref ref-type="aff" rid="aff181">
<sup>181</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Wang</surname>
<given-names>Qinxue</given-names>
<ext-link>https://orcid.org/0000-0001-7723-5412</ext-link>
</name>
<xref ref-type="aff" rid="aff143">
<sup>143</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Watanabe</surname>
<given-names>Masataka</given-names>
</name>
<xref ref-type="aff" rid="aff158">
<sup>158</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Webb</surname>
<given-names>Hailey</given-names>
</name>
<xref ref-type="aff" rid="aff51">
<sup>51</sup>
</xref>
<xref ref-type="aff" rid="aff157">
<sup>157</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Welker</surname>
<given-names>Jeffrey M.</given-names>
</name>
<xref ref-type="aff" rid="aff30">
<sup>30</sup>
</xref>
<xref ref-type="aff" rid="aff86">
<sup>86</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Westergaard-Nielsen</surname>
<given-names>Andreas</given-names>
</name>
<xref ref-type="aff" rid="aff73">
<sup>73</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Westermann</surname>
<given-names>Sebastian</given-names>
</name>
<xref ref-type="aff" rid="aff13">
<sup>13</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>White</surname>
<given-names>Jeffrey R.</given-names>
<ext-link>https://orcid.org/0000-0002-7541-3737</ext-link>
</name>
<xref ref-type="aff" rid="aff85">
<sup>85</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Wille</surname>
<given-names>Christian</given-names>
</name>
<xref ref-type="aff" rid="aff104">
<sup>104</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Williamson</surname>
<given-names>Scott N.</given-names>
</name>
<xref ref-type="aff" rid="aff156">
<sup>156</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zolkos</surname>
<given-names>Scott</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Zona</surname>
<given-names>Donatella</given-names>
<ext-link>https://orcid.org/0000-0002-0003-4839</ext-link>
</name>
<xref ref-type="aff" rid="aff37">
<sup>37</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Natali</surname>
<given-names>Susan M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Woodwell Climate Research Center, Falmouth, MA, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Max Planck Institute for Biogeochemistry, Jena, Germany</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Department of Geography, University of British Columbia, Vancouver, Canada</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>A.N. Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, Russia</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>Abisko Scientific Research Station, Swedish Polar Research Secretariat, Sweden</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>Aix-Marseille University, University Toulon, CNRS, IRD, Mediterranean Institute of Oceanography (M.I.O.) Marseille, France</addr-line>
</aff>
<aff id="aff7">
<label>7</label>
<addr-line>Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research, Potsdam, Germany</addr-line>
</aff>
<aff id="aff8">
<label>8</label>
<addr-line>Arctic Geology, University Centre in Svalbard, Svalbard, Norway</addr-line>
</aff>
<aff id="aff9">
<label>9</label>
<addr-line>Arctic Research Center, Hokkaido University, Japan</addr-line>
</aff>
<aff id="aff10">
<label>10</label>
<addr-line>Asian School of the Environment, Nanyang Technological University, 639798 Singapore</addr-line>
</aff>
<aff id="aff11">
<label>11</label>
<addr-line>Biological Sciences Division, Pacific Northwest National Laboratory, USA</addr-line>
</aff>
<aff id="aff12">
<label>12</label>
<addr-line>Cegep de Sherbrooke, Canada</addr-line>
</aff>
<aff id="aff13">
<label>13</label>
<addr-line>Center for Biogeochemistry of the Anthropocene, Department of Geosciences, University of Oslo, Oslo, Norway</addr-line>
</aff>
<aff id="aff14">
<label>14</label>
<addr-line>Center for Ecosystem Science and Society, Northern Arizona University, USA</addr-line>
</aff>
<aff id="aff15">
<label>15</label>
<addr-line>Center for Limnology, University of Wisconsin-Madison, Madison, WI 53706, USA</addr-line>
</aff>
<aff id="aff16">
<label>16</label>
<addr-line>Centre Eau Terre Environnement, Institut national de la recherche scientifique, Canada</addr-line>
</aff>
<aff id="aff17">
<label>17</label>
<addr-line>Centre for Earth Observation Science, University of Manitoba, MB, Canada</addr-line>
</aff>
<aff id="aff18">
<label>18</label>
<addr-line>Centre for Environmental and Climate Science, Lund University, Sweden</addr-line>
</aff>
<aff id="aff19">
<label>19</label>
<addr-line>Centre d’études nordiques (CEN), Université Laval, Québec, Canada</addr-line>
</aff>
<aff id="aff20">
<label>20</label>
<addr-line>Chemical and Biological Engineering, University of Saskatchewan, Saskatoon, Saskatchewan, Canada</addr-line>
</aff>
<aff id="aff21">
<label>21</label>
<addr-line>Civil and Environmental Engineering, University of Washington, USA</addr-line>
</aff>
<aff id="aff22">
<label>22</label>
<addr-line>Climate and Ecosystem Sciences Division, Lawrence Berkeley National Laboratory, USA</addr-line>
</aff>
<aff id="aff23">
<label>23</label>
<addr-line>CMCC Foundation - Euro-Mediterranean Center on Climate Change, Italy</addr-line>
</aff>
<aff id="aff24">
<label>24</label>
<addr-line>College of Forest Resources and Environmental Science, Michigan Technological University, USA</addr-line>
</aff>
<aff id="aff25">
<label>25</label>
<addr-line>Conservation Ecology Group, Groningen Institute for Evolutionary Life Sciences, University of  Groningen, Groningen, Netherlands</addr-line>
</aff>
<aff id="aff26">
<label>26</label>
<addr-line>Département des sciences biologiques, Université du Québec à Montréal, Montréal, Canada</addr-line>
</aff>
<aff id="aff27">
<label>27</label>
<addr-line>Departement des sciences fondamentales, Universite du Quebec a Chicoutimi, Saguenay, Canada</addr-line>
</aff>
<aff id="aff28">
<label>28</label>
<addr-line>Department of Applied Geomatics, Université de Sherbrooke, Sherbrooke, Canada</addr-line>
</aff>
<aff id="aff29">
<label>29</label>
<addr-line>Department of Aquatic Sciences and Assessment, Swedish University of Agricultural Sciences, Uppsala, Sweden</addr-line>
</aff>
<aff id="aff30">
<label>30</label>
<addr-line>Department of Biological Sciences, University of Alaska Anchorage, Anchorage, AK, USA</addr-line>
</aff>
<aff id="aff31">
<label>31</label>
<addr-line>Department of Biological Sciences, University of Alberta, Edmonton, Alberta, Canada</addr-line>
</aff>
<aff id="aff32">
<label>32</label>
<addr-line>Department of Biological Sciences, University of Illinois at Chicago, Chicago, IL 60607, USA</addr-line>
</aff>
<aff id="aff33">
<label>33</label>
<addr-line>Department of Biological Sciences, University of Notre Dame, USA</addr-line>
</aff>
<aff id="aff34">
<label>34</label>
<addr-line>Department of Biology and Environmental Sciences, University of Gothenburg, Box 463, SE-40530 Gothenburg, Sweden</addr-line>
</aff>
<aff id="aff35">
<label>35</label>
<addr-line>Department of Biology, Boston University, USA</addr-line>
</aff>
<aff id="aff36">
<label>36</label>
<addr-line>Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway</addr-line>
</aff>
<aff id="aff37">
<label>37</label>
<addr-line>Department of Biology, SDSU, San Diego, CA, USA</addr-line>
</aff>
<aff id="aff38">
<label>38</label>
<addr-line>Department of Biology, University of Copenhagen, Denmark</addr-line>
</aff>
<aff id="aff39">
<label>39</label>
<addr-line>Department of Biotechnology and Bioengineering Department, Center for Research and Advanced Studies (Cinvestav), Mexico City, Mexico</addr-line>
</aff>
<aff id="aff40">
<label>40</label>
<addr-line>Department of Civil and Water Engineering, Universite Laval, QC, Canada</addr-line>
</aff>
<aff id="aff41">
<label>41</label>
<addr-line>Department of Earth and Environmental Sciences, St. Francis Xavier University, Antigonish, Canada</addr-line>
</aff>
<aff id="aff42">
<label>42</label>
<addr-line>Department of Earth and Environmental Sciences, University of Ottawa, Ottawa ON Canada, K1N 6N5, Canada</addr-line>
</aff>
<aff id="aff43">
<label>43</label>
<addr-line>Department of Earth and Planetary Sciences, Harvard University, Cambridge, MA, USA</addr-line>
</aff>
<aff id="aff44">
<label>44</label>
<addr-line>Department of Earth Sciences and Institute for the Study of Earth, Oceans and Space, University of New Hampshire, Durham, NH</addr-line>
</aff>
<aff id="aff45">
<label>45</label>
<addr-line>Department of Earth Sciences, Uppsala University, Sweden</addr-line>
</aff>
<aff id="aff46">
<label>46</label>
<addr-line>Department of Earth Sciences, Vrije Universiteit, Amsterdam, Netherlands</addr-line>
</aff>
<aff id="aff47">
<label>47</label>
<addr-line>Department of Earth, Energy and Environment, University of Calgary, Canada</addr-line>
</aff>
<aff id="aff48">
<label>48</label>
<addr-line>Department of Earth, Ocean, and Atmospheric Science, Florida State University, USA</addr-line>
</aff>
<aff id="aff49">
<label>49</label>
<addr-line>Department of Ecological, Plant and Animal Sciences, La Trobe University, Albury/Wodonga, VIC, Australia</addr-line>
</aff>
<aff id="aff50">
<label>50</label>
<addr-line>Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, USA</addr-line>
</aff>
<aff id="aff51">
<label>51</label>
<addr-line>Department of Ecology and Evolutionary Biology, University of Colorado Boulder, Boulder, CO USA</addr-line>
</aff>
<aff id="aff52">
<label>52</label>
<addr-line>Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, MI, USA</addr-line>
</aff>
<aff id="aff53">
<label>53</label>
<addr-line>Department of Ecology and Genetics, Uppsala University, Uppsala, Sweden</addr-line>
</aff>
<aff id="aff54">
<label>54</label>
<addr-line>Department of Ecology, Environment and Geoscience, Umeå University, Umeå, Sweden</addr-line>
</aff>
<aff id="aff55">
<label>55</label>
<addr-line>Department of Ecology, University of Innsbruck, Innsbruck, Austria</addr-line>
</aff>
<aff id="aff56">
<label>56</label>
<addr-line>Department of Ecoscience and Arctic Research Centre, Aarhus University, Roskilde, Denmark</addr-line>
</aff>
<aff id="aff57">
<label>57</label>
<addr-line>Department of Ecoscience, Aarhus University, Denmark</addr-line>
</aff>
<aff id="aff58">
<label>58</label>
<addr-line>Department of Environment and Minerals, Greenland Institute of Natural Resources, Nuuk, Greenland</addr-line>
</aff>
<aff id="aff59">
<label>59</label>
<addr-line>Department of Environmental and Biological Sciences, University of Eastern Finland, Joensuu, Finland</addr-line>
</aff>
<aff id="aff60">
<label>60</label>
<addr-line>Department of Environmental and Biological Sciences, University of Eastern Finland, Kuopio, Finland</addr-line>
</aff>
<aff id="aff61">
<label>61</label>
<addr-line>Department of Environmental Science, Shinshu University, Matsumoto, Japan</addr-line>
</aff>
<aff id="aff62">
<label>62</label>
<addr-line>Department of Environmental Systems Science, Institute for Agricultural Sciences, ETH Zurich, Zurich, Switzerland</addr-line>
</aff>
<aff id="aff63">
<label>63</label>
<addr-line>Department of Forest Ecology and Management, Swedish University of Agricultural Sciences, Umeå, Sweden</addr-line>
</aff>
<aff id="aff64">
<label>64</label>
<addr-line>Department of Functional and Evolutionary Ecology, University of Vienna, Djerassiplatz 1, 1030 Vienna, Austria</addr-line>
</aff>
<aff id="aff65">
<label>65</label>
<addr-line>Department of Geography &amp; Environmental Studies, Carleton University, Ottawa, Canada</addr-line>
</aff>
<aff id="aff66">
<label>66</label>
<addr-line>Department of Geography and Planning, School of Environmental Sciences, University of Liverpool, Liverpool, UK</addr-line>
</aff>
<aff id="aff67">
<label>67</label>
<addr-line>Department of Geography, Université de Montréal, QC, Canada</addr-line>
</aff>
<aff id="aff68">
<label>68</label>
<addr-line>Department of Geography, University of Calgary, Calgary, AB T2N 1N4, Canada</addr-line>
</aff>
<aff id="aff69">
<label>69</label>
<addr-line>Department of Geography, University of Exeter, United Kingdom</addr-line>
</aff>
<aff id="aff70">
<label>70</label>
<addr-line>Department of Geography, University of Tartu, Estonia</addr-line>
</aff>
<aff id="aff71">
<label>71</label>
<addr-line>Department of Geological Sciences and Bolin Centre for Climate Research, Stockholm University, Sweden</addr-line>
</aff>
<aff id="aff72">
<label>72</label>
<addr-line>Department of Geosciences and Geography, University of Helsinki, Finland</addr-line>
</aff>
<aff id="aff73">
<label>73</label>
<addr-line>Department of Geosciences and Natural Resource Management, University of Copenhagen, Denmark</addr-line>
</aff>
<aff id="aff74">
<label>74</label>
<addr-line>Department of Geosciences, University of Oslo, Oslo, Norway</addr-line>
</aff>
<aff id="aff75">
<label>75</label>
<addr-line>Department of Limnology, Uppsala University, Sweden</addr-line>
</aff>
<aff id="aff76">
<label>76</label>
<addr-line>Department of Natural Resource Management, South Dakota State University, Brookings, SD 57007, USA</addr-line>
</aff>
<aff id="aff77">
<label>77</label>
<addr-line>Department of Physical Geography and Ecosystem Science, Lund University, Lund, Sweden</addr-line>
</aff>
<aff id="aff78">
<label>78</label>
<addr-line>Department of Physics and Atmospheric Science, Dalhousie University, Halifax, NS, Canada</addr-line>
</aff>
<aff id="aff79">
<label>79</label>
<addr-line>Department of Plankton and Microbial Ecology, Leibniz Institute of Freshwater Ecology and Inland Fisheries, Stechlin, Germany</addr-line>
</aff>
<aff id="aff80">
<label>80</label>
<addr-line>Department of Renewable Resources, University of Alberta, Edmonton, Alberta, Canada</addr-line>
</aff>
<aff id="aff81">
<label>81</label>
<addr-line>Department of Soil Science, University of Manitoba, Winnipeg, Manitoba, Canada</addr-line>
</aff>
<aff id="aff82">
<label>82</label>
<addr-line>Department of Thematic Studies-Environmental Change, Linköping University, Linköping, Sweden</addr-line>
</aff>
<aff id="aff83">
<label>83</label>
<addr-line>Department Shelf Sea System Ecology, Alfred Wegener Institute, Helgoland, Germany</addr-line>
</aff>
<aff id="aff84">
<label>84</label>
<addr-line>Departments of Geography and Biological Sciences, Simon Fraser University, Canada</addr-line>
</aff>
<aff id="aff85">
<label>85</label>
<addr-line>Earth and Atmospheric Sciences, Environmental Sciences, Indiana University Bloomington, USA</addr-line>
</aff>
<aff id="aff86">
<label>86</label>
<addr-line>Ecology and Genetics Research Unit, University of Oulu, Oulu, Finland</addr-line>
</aff>
<aff id="aff87">
<label>87</label>
<addr-line>Ecosystems and Environment Research Programme, University of Helsinki, Finland</addr-line>
</aff>
<aff id="aff88">
<label>88</label>
<addr-line>Environment and Natural Resources Institute, University of Alaska Anchorage, Anchorage, AK, USA</addr-line>
</aff>
<aff id="aff89">
<label>89</label>
<addr-line>Environmental Meteorology, Faculty of Environment and Natural Resources, University of Freiburg, Germany</addr-line>
</aff>
<aff id="aff90">
<label>90</label>
<addr-line>Environmental Science Division, Argonne National Laboratory, Lemont, IL, USA</addr-line>
</aff>
<aff id="aff91">
<label>91</label>
<addr-line>Faculty of Biological and Environmental Sciences, Ecosystems and Environment Research Programme, Lammi Biological Station, University of Helsinki, Lammi FI-16900, Finland</addr-line>
</aff>
<aff id="aff92">
<label>92</label>
<addr-line>Faculty of Environmental and Forest Sciences, Agricultural University of Iceland, Iceland</addr-line>
</aff>
<aff id="aff93">
<label>93</label>
<addr-line>Faculty of Land and Food Systems, University of British Columbia, Vancouver, British Columbia, Canada</addr-line>
</aff>
<aff id="aff94">
<label>94</label>
<addr-line>Faculty of Soil Science, Lomonosov Moscow State University, building 12, Leninskie Gory, GSP-1, 119991, Moscow, Russia</addr-line>
</aff>
<aff id="aff95">
<label>95</label>
<addr-line>Finnish Environment Institute, Finland</addr-line>
</aff>
<aff id="aff96">
<label>96</label>
<addr-line>Finnish Meteorological Institute, Climate System Research, Finland</addr-line>
</aff>
<aff id="aff97">
<label>97</label>
<addr-line>Finnish Meteorological Institute, Finland</addr-line>
</aff>
<aff id="aff98">
<label>98</label>
<addr-line>Finnish Youth Research Society, Finland</addr-line>
</aff>
<aff id="aff99">
<label>99</label>
<addr-line>Forest Ecology Unit, Research and Innovation Centre, Edmund Mach Foundation, Italy</addr-line>
</aff>
<aff id="aff100">
<label>100</label>
<addr-line>Forestry and Forest Products Research Institute, Tohoku Research Center, Japan</addr-line>
</aff>
<aff id="aff101">
<label>101</label>
<addr-line>Friedrich Schiller University Jena, Jena, Germany</addr-line>
</aff>
<aff id="aff102">
<label>102</label>
<addr-line>Geography Research Unit, University of Oulu, Oulu, Finland</addr-line>
</aff>
<aff id="aff103">
<label>103</label>
<addr-line>Geotop, Université du Québec à Montréal, Montréal, QC, Canada</addr-line>
</aff>
<aff id="aff104">
<label>104</label>
<addr-line>GFZ Helmholtz Centre for Geosciences, Potsdam, Germany</addr-line>
</aff>
<aff id="aff105">
<label>105</label>
<addr-line>Global Institute for Water Security, University of Saskatchewan, Saskatoon, Saskatchewan, Canada</addr-line>
</aff>
<aff id="aff106">
<label>106</label>
<addr-line>Gothenburg Global Biodiversity Centre, Box 463, SE-405 30 Gothenburg, Sweden</addr-line>
</aff>
<aff id="aff107">
<label>107</label>
<addr-line>Government of the Northwest Territories, Canada</addr-line>
</aff>
<aff id="aff108">
<label>108</label>
<addr-line>Graduate School of Agriculture, Osaka Metropolitan University, Sakai 599-8531, Japan</addr-line>
</aff>
<aff id="aff109">
<label>109</label>
<addr-line>Graduate School of Bioagricultural Sciences, Nagoya University, Japan</addr-line>
</aff>
<aff id="aff110">
<label>110</label>
<addr-line>Graduate School of Engineering, The University of Osaka, Japan</addr-line>
</aff>
<aff id="aff111">
<label>111</label>
<addr-line>Graduate School of Oceanography, University of Rhode Island, Narragansett, RI, USA</addr-line>
</aff>
<aff id="aff112">
<label>112</label>
<addr-line>Groupe de recherche interuniversitaire en limnologie (GRIL), Quebec, Canada</addr-line>
</aff>
<aff id="aff113">
<label>113</label>
<addr-line>High Meadows Environmental Institute, Princeton University, USA</addr-line>
</aff>
<aff id="aff114">
<label>114</label>
<addr-line>Faculty of Earth Environmental Science, Hokkaido University, Japan</addr-line>
</aff>
<aff id="aff115">
<label>115</label>
<addr-line>Humboldt University of Berlin, Germany</addr-line>
</aff>
<aff id="aff116">
<label>116</label>
<addr-line>Hydro-Quebec, Quebec, Canada</addr-line>
</aff>
<aff id="aff117">
<label>117</label>
<addr-line>Icelandic Climate Council, Iceland</addr-line>
</aff>
<aff id="aff118">
<label>118</label>
<addr-line>Institute for Atmospheric and Earth System Research, Faculty of Science, University of Helsinki, Finland</addr-line>
</aff>
<aff id="aff119">
<label>119</label>
<addr-line>Institute for Biological Problems of Cryolithozone of the Siberian Branch of the RAS - Division of Federal Research Centre &quot;The Yakut Scientific Centre of the Siberian Branch of the Russian Academy of  Sciences&quot;, Russia</addr-line>
</aff>
<aff id="aff120">
<label>120</label>
<addr-line>Institute for Mountain Science, Shinshu University, Matsumoto, Japan</addr-line>
</aff>
<aff id="aff121">
<label>121</label>
<addr-line>Institute for Space-Earth Environmental Research, Nagoya University, Japan</addr-line>
</aff>
<aff id="aff122">
<label>122</label>
<addr-line>Institute for Sustainability, Energy, and Environment, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA</addr-line>
</aff>
<aff id="aff123">
<label>123</label>
<addr-line>Institute of Arctic Biology, University of Alaska Fairbanks, USA</addr-line>
</aff>
<aff id="aff124">
<label>124</label>
<addr-line>Institute of Environmental Assessment and Water Research (IDAEA-CSIC), Barcelona, Spain</addr-line>
</aff>
<aff id="aff125">
<label>125</label>
<addr-line>Institute of Forest Science, Russian Academy of Sciences, 21 Sovetskaya st., Uspenskoe, Moscow region 143030, Russia</addr-line>
</aff>
<aff id="aff126">
<label>126</label>
<addr-line>Institute of Geography and Geoecology, Mongolian Academy of Sciences, Ulaanbaatar, Mongolia</addr-line>
</aff>
<aff id="aff127">
<label>127</label>
<addr-line>Institute of Geosciences and Earth Resources, National Research Council (CNR-IGG), 10125 Torino, Italy</addr-line>
</aff>
<aff id="aff128">
<label>128</label>
<addr-line>Institute of Geosciences and Earth Resources, National Research Council (CNR-IGG), 56124, Pisa, Italy</addr-line>
</aff>
<aff id="aff129">
<label>129</label>
<addr-line>Institute of Life Science and Natural Resources, Korea University, Seoul, Republic of Korea</addr-line>
</aff>
<aff id="aff130">
<label>130</label>
<addr-line>Institute of Monitoring of Climatic and Ecological Systems, Siberian Branch of the Russian Academy of   Sciences, Russia</addr-line>
</aff>
<aff id="aff131">
<label>131</label>
<addr-line>Institute of Soil Science, Center for Earth System Research and Sustainability (CEN), Universität Hamburg, Hamburg, Germany</addr-line>
</aff>
<aff id="aff132">
<label>132</label>
<addr-line>Institute of Soil Science, Universität Hamburg, Hamburg, Germany</addr-line>
</aff>
<aff id="aff133">
<label>133</label>
<addr-line>International Arctic Research Center, University of Alaska Fairbanks, USA</addr-line>
</aff>
<aff id="aff134">
<label>134</label>
<addr-line>Japan Agency for Marine-Earth Science and Technology, Japan</addr-line>
</aff>
<aff id="aff135">
<label>135</label>
<addr-line>Korea Polar Research Institute, Incheon, South Korea</addr-line>
</aff>
<aff id="aff136">
<label>136</label>
<addr-line>Laboratoire d’Ecologie Fonctionnelle et Environnement, Université de Toulouse, CNRS, Toulouse, France</addr-line>
</aff>
<aff id="aff137">
<label>137</label>
<addr-line>Lawrence Berkeley National Laboratory, USA</addr-line>
</aff>
<aff id="aff138">
<label>138</label>
<addr-line>Limnological Institute, Department of Biology, University of Konstanz, Konstanz, Germany</addr-line>
</aff>
<aff id="aff139">
<label>139</label>
<addr-line>Masinotek Oy, Ensimmäinen Savu 2, Vantaa FI-01510, Finland</addr-line>
</aff>
<aff id="aff140">
<label>140</label>
<addr-line>McGill University, Canada</addr-line>
</aff>
<aff id="aff141">
<label>141</label>
<addr-line>Millennium Institute Biodiversity of Antarctic and Subantarctic Ecosystems (BASE), Santiago 7800003, Chile</addr-line>
</aff>
<aff id="aff142">
<label>142</label>
<addr-line>National Agriculture and Food Research Organization, Japan</addr-line>
</aff>
<aff id="aff143">
<label>143</label>
<addr-line>National Institute for Environmental Studies, Tsukuba, 305-8506, Japan</addr-line>
</aff>
<aff id="aff144">
<label>144</label>
<addr-line>National Research Council (CNR) - IRET, Monterotondo Scalo, Italy</addr-line>
</aff>
<aff id="aff145">
<label>145</label>
<addr-line>Natural Resources Canada, Canada</addr-line>
</aff>
<aff id="aff146">
<label>146</label>
<addr-line>Natural Resources Institute Finland, Helsinki, Finland</addr-line>
</aff>
<aff id="aff147">
<label>147</label>
<addr-line>Natural Resources Institute Finland, Natural Resources Unit, Joensuu, Finland</addr-line>
</aff>
<aff id="aff148">
<label>148</label>
<addr-line>NOAA Air Resources Laboratory, Atmospheric Turbulence and Diffusion Division, Oak Ridge, TN 37830, USA</addr-line>
</aff>
<aff id="aff149">
<label>149</label>
<addr-line>NORCE Norwegian Research Centre and Bjerknes Centre for Climate Research, Bergen, Norway</addr-line>
</aff>
<aff id="aff150">
<label>150</label>
<addr-line>Norwegian Institute for Nature Research (NINA), Oslo, Norway</addr-line>
</aff>
<aff id="aff151">
<label>151</label>
<addr-line>Norwegian Institute for Water Research (NIVA), Oslo, Norway</addr-line>
</aff>
<aff id="aff152">
<label>152</label>
<addr-line>Oulanka Research Station, University of Oulu, Kuusamo, Finland</addr-line>
</aff>
<aff id="aff153">
<label>153</label>
<addr-line>Peatland and Soil Ecology Research Group, School of Forest Sciences, University of Eastern Finland, Joensuu, Finland</addr-line>
</aff>
<aff id="aff154">
<label>154</label>
<addr-line>PG Environmental, Fairfax, Virginia, USA</addr-line>
</aff>
<aff id="aff155">
<label>155</label>
<addr-line>Pioneer Center Land-CRAFT, Aarhus University, Denmark</addr-line>
</aff>
<aff id="aff156">
<label>156</label>
<addr-line>Polar Knowledge Canada, Canadian High Arctic Research Station, Cambridge Bay, Nunavut, Canada</addr-line>
</aff>
<aff id="aff157">
<label>157</label>
<addr-line>Renewable and Sustainable Energy Institute, University of Colorado Boulder, Boulder, CO USA</addr-line>
</aff>
<aff id="aff158">
<label>158</label>
<addr-line>Research and Development Initiative, Chuo University, Tokyo 112-8551, Japan</addr-line>
</aff>
<aff id="aff159">
<label>159</label>
<addr-line>School of Biosciences, University of Nottingham, Nottingham, United Kingdom</addr-line>
</aff>
<aff id="aff160">
<label>160</label>
<addr-line>School of Earth, Environment and Society, McMaster University</addr-line>
</aff>
<aff id="aff161">
<label>161</label>
<addr-line>School of Environment and Sustainability, University of Cincinnati, USA</addr-line>
</aff>
<aff id="aff162">
<label>162</label>
<addr-line>School of Environmental Sciences, University of Guelph, Canada</addr-line>
</aff>
<aff id="aff163">
<label>163</label>
<addr-line>School of Geographical Sciences, University of Bristol, Bristol, United Kingdom</addr-line>
</aff>
<aff id="aff164">
<label>164</label>
<addr-line>Scientific Data Division, Lawrence Berkeley National Laboratory, USA</addr-line>
</aff>
<aff id="aff165">
<label>165</label>
<addr-line>Siberian State Medical University, Russia</addr-line>
</aff>
<aff id="aff166">
<label>166</label>
<addr-line>Takuvik Joint International Laboratory, Université Laval (Canada) and CNRS-INSU (France), Québec City, Canada</addr-line>
</aff>
<aff id="aff167">
<label>167</label>
<addr-line>Tamil Nadu Agricultural University, Coimbatore, India</addr-line>
</aff>
<aff id="aff168">
<label>168</label>
<addr-line>UNESCO Department &quot;Environmental Dynamics and Global Climate Changes&quot;, Yugra State University,  Khanty-Mansiysk, Russia</addr-line>
</aff>
<aff id="aff169">
<label>169</label>
<addr-line>United States Forest Service, University of Alaska Anchorage, USA</addr-line>
</aff>
<aff id="aff170">
<label>170</label>
<addr-line>Universite de Toulouse, Toulouse INP, CNRS, IRD, CRBE, Toulouse, France</addr-line>
</aff>
<aff id="aff171">
<label>171</label>
<addr-line>Universite du Quebec a Trois-Rivieres, Research Centre for Watershed-Aquatic ecosystem interactions  (RIVE) , Canada</addr-line>
</aff>
<aff id="aff172">
<label>172</label>
<addr-line>University of Alaska Fairbanks, Fairbanks, Alaska, USA</addr-line>
</aff>
<aff id="aff173">
<label>173</label>
<addr-line>University of Alberta, Canada</addr-line>
</aff>
<aff id="aff174">
<label>174</label>
<addr-line>University of California Davis, USA</addr-line>
</aff>
<aff id="aff175">
<label>175</label>
<addr-line>University of Helsinki, Finland</addr-line>
</aff>
<aff id="aff176">
<label>176</label>
<addr-line>University of Massachusetts Amherst, USA</addr-line>
</aff>
<aff id="aff177">
<label>177</label>
<addr-line>University of Tsukuba, Tsukuba, Japan</addr-line>
</aff>
<aff id="aff178">
<label>178</label>
<addr-line>University of Waterloo, Canada</addr-line>
</aff>
<aff id="aff179">
<label>179</label>
<addr-line>V. N. Sukachev Institute of forest, Siberian Branch of the Russian Academy of Sciences, Russia</addr-line>
</aff>
<aff id="aff180">
<label>180</label>
<addr-line>WasserCluster Lunz, Biologische Station, Dr. Carl Kupelwieser Promenade 5, 3293 Lunz am See, Austria</addr-line>
</aff>
<aff id="aff181">
<label>181</label>
<addr-line>Water and Environmental Research Center, University of Alaska Fairbanks, Fairbanks, AK, USA</addr-line>
</aff>
<aff id="aff182">
<label>182</label>
<addr-line>Water, energy and environmental engineering research unit, Oulu University, Finland</addr-line>
</aff>
<aff id="aff183">
<label>183</label>
<addr-line>Independent Researcher</addr-line>
</aff>
<aff id="aff184">
<label>184</label>
<addr-line>Wilfred Laurier University, Canada</addr-line>
</aff>
<aff id="aff185">
<label>185</label>
<addr-line>Yugra State University, Russia</addr-line>
</aff>
<aff id="aff186">
<label>186</label>
<addr-line>shared first-authorship</addr-line>
</aff>
<pub-date pub-type="epub">
<day>20</day>
<month>10</month>
<year>2025</year>
</pub-date>
<volume>2025</volume>
<fpage>1</fpage>
<lpage>86</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2025 Anna-Maria Virkkala et al.</copyright-statement>
<copyright-year>2025</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://essd.copernicus.org/preprints/essd-2025-585/">This article is available from https://essd.copernicus.org/preprints/essd-2025-585/</self-uri>
<self-uri xlink:href="https://essd.copernicus.org/preprints/essd-2025-585/essd-2025-585.pdf">The full text article is available as a PDF file from https://essd.copernicus.org/preprints/essd-2025-585/essd-2025-585.pdf</self-uri>
<abstract>
<p>Measurements of surface-atmosphere carbon dioxide (CO&lt;sub&gt;2&lt;/sub&gt;) and methane (CH&lt;sub&gt;4&lt;/sub&gt;) fluxes have been relatively sparse across the Arctic tundra and boreal biomes, causing significant uncertainties in carbon budget estimates from the region. While the availability of Arctic-boreal carbon flux data has increased substantially over the past decade, the data have remained spread across different repositories, scientific articles, and unpublished sources, making it difficult to leverage. Here we present a new dataset of monthly Arctic-boreal carbon fluxes (ABCFlux v2) across terrestrial (wetlands and uplands) and freshwater (lakes and rivers) ecosystems compiled from previous syntheses including the Arctic-boreal CO&lt;sub&gt;2&lt;/sub&gt; flux database (ABCFlux v1), the Boreal-Arctic Wetland and Lake Methane Dataset (BAWLD-CH4), and the Global River Methane Database (GRiMeDB). In addition, we consider data from general-purpose (e.g., Zenodo) and flux network repositories, literature, and site principal investigators. The dataset includes surface-atmosphere CO&lt;sub&gt;2&lt;/sub&gt; fluxes of gross primary production (GPP), ecosystem respiration (Reco), and net ecosystem exchange (NEE), alongside CH&lt;sub&gt;4&lt;/sub&gt; fluxes. For aquatic ecosystems, we split CH&lt;sub&gt;4&lt;/sub&gt; fluxes into diffusive and ebullitive flux pathways, and included potential emissions from transient storage in the water column (&amp;ldquo;storage fluxes&amp;rdquo;), alongside CO&lt;sub&gt;2&lt;/sub&gt; and CH&lt;sub&gt;4&lt;/sub&gt; concentrations dissolved in the surface water. Fluxes are measured through a variety of methods including chamber and eddy covariance techniques alongside bubble traps, ice-surveys, and concentration-based turbulence-driven modelling in aquatic ecosystems. The monthly flux data are reported together with supporting methodological and environmental metadata. The resulting ABCFlux v2 has 23,656 flux site-months, 8,182 concentration site-months, and 199 seasonal observations from 1,024 sites, and includes 55,560 reported fluxes (i.e. sum of GPP, Reco, NEE, and CH&lt;sub&gt;4&lt;/sub&gt; fluxes) from the years 1984 to 2024. The majority of monthly observations occurred after 1999. Wetlands had the highest number of site-month observations (8,641), followed by boreal forest (6,981), lotic ecosystems (6,275), lentic ecosystems (3,725) and upland tundra (3,308). Measurements of CO&lt;sub&gt;2&lt;/sub&gt; dominated the dataset across most ecosystem types (25,101) except for lentic ecosystems, where CH&lt;sub&gt;4&lt;/sub&gt; flux site-months (3,024) were more frequent than CO&lt;sub&gt;2&lt;/sub&gt; flux site-months (2,858). Overall, ABCFlux v2 includes 158 % more site-months for terrestrial CO&lt;sub&gt;2&lt;/sub&gt; flux data compared to ABCFlux v1. Integrating and updating BAWLD-CH4 flux data from growing season averages to monthly fluxes resulted in 5,671 site-months of chamber CH&lt;sub&gt;4&lt;/sub&gt; data compared to 762 site-years. This collaborative initiative, involving contributions from over 260 researchers, provides a comprehensive overview of the current state of the Arctic-boreal carbon flux network and its data, and serves as an important step in reducing uncertainties in Arctic-boreal carbon budgets and in enhancing our understanding of climate feedbacks. The data can be accessed at ORNL DAAC at &lt;a href=&quot;https://doi.org/10.3334/ORNLDAAC/2448&quot; target=&quot;_blank&quot; rel=&quot;noopener&quot;&gt;https://doi.org/10.3334/ORNLDAAC/2448&lt;/a&gt; (Virkkala et al., 2025b).</p>
</abstract>
<counts><page-count count="86"/></counts>
<funding-group>
<award-group id="gs1">
<funding-source>TED</funding-source>
<award-id>Audacious Project- Permafrost Pathways</award-id>
</award-group>
<award-group id="gs2">
<funding-source>Gordon and Betty Moore Foundation</funding-source>
<award-id>grant no. 8414</award-id>
</award-group>
<award-group id="gs3">
<funding-source>European Research Council</funding-source>
<award-id>grant agreement no. 951288, Q-Arctic</award-id>
</award-group>
<award-group id="gs4">
<funding-source>HORIZON EUROPE Climate, Energy and Mobility</funding-source>
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