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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">RSOS</journal-id>
<journal-id journal-id-type="hwp">royopensci</journal-id><journal-title-group>
<journal-title>Royal Society Open Science</journal-title>
<abbrev-journal-title>R. Soc. Open Sci.</abbrev-journal-title></journal-title-group>
<issn publication-format="electronic">2054-5703</issn>
<publisher>
<publisher-name>The Royal Society</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.1098/rsos.221255</article-id>
<article-id pub-id-type="publisher-id">rsos221255</article-id>
<article-categories>
<subj-group subj-group-type="discipline-codes"><compound-subject><compound-subject-part content-type="code">1001</compound-subject-part></compound-subject>
</subj-group>
<subj-group subj-group-type="subject-codes"><compound-subject><compound-subject-part content-type="code">205</compound-subject-part></compound-subject>
</subj-group>
<subj-group subj-group-type="heading">
<subject>Science, society and policy</subject>
</subj-group>
<subj-group subj-group-type="type-of-publication">
<subject>Review articles</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Teaching open and reproducible scholarship: a critical review of the evidence base for current pedagogical methods and their outcomes</article-title>
<alt-title alt-title-type="short">Teaching open and reproducible scholarship: a critical review of the evidence base for current pedagogical methods and their outcomes</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0002-3734-8006</contrib-id><string-name name-style="western"><given-names>Madeleine</given-names> <surname>Pownall</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Conceptualization" vocab-term-identifier="http://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="http://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Supervision" vocab-term-identifier="http://credit.niso.org/contributor-roles/supervision/">Supervision</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af1"><sup>1</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid" authenticated="false">https://orcid.org/0000-0001-9000-8513</contrib-id><string-name name-style="western"><given-names>Flávio</given-names> <surname>Azevedo</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Conceptualization" vocab-term-identifier="http://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="http://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Supervision" vocab-term-identifier="http://credit.niso.org/contributor-roles/supervision/">Supervision</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role><email>falafla@gmail.com</email>
<xref ref-type="aff" rid="af2"><sup>2</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Laura M.</given-names> <surname>König</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="http://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Methodology" vocab-term-identifier="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af3"><sup>3</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0003-2522-8717</contrib-id><string-name name-style="western"><given-names>Hannah R.</given-names> <surname>Slack</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af4"><sup>4</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Thomas Rhys</given-names> <surname>Evans</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Methodology" vocab-term-identifier="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Methodology" vocab-term-identifier="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af5"><sup>5</sup></xref><x xml:space="preserve"><sup>,</sup></x>
<xref ref-type="aff" rid="af6"><sup>6</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Zoe</given-names> <surname>Flack</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af7"><sup>7</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Sandra</given-names> <surname>Grinschgl</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af8"><sup>8</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0002-0540-3998</contrib-id><string-name name-style="western"><given-names>Mahmoud M.</given-names> <surname>Elsherif</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Methodology" vocab-term-identifier="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af9"><sup>9</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">https://orcid.org/0000-0002-5406-2149</contrib-id><string-name name-style="western"><given-names>Katie A.</given-names> <surname>Gilligan-Lee</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af10"><sup>10</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0002-2976-3330</contrib-id><string-name name-style="western"><given-names>Catia M. F.</given-names> <surname>de Oliveira</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Methodology" vocab-term-identifier="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Software" vocab-term-identifier="http://credit.niso.org/contributor-roles/software/">Software</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af11"><sup>11</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0003-1200-6672</contrib-id><string-name name-style="western"><given-names>Biljana</given-names> <surname>Gjoneska</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Methodology" vocab-term-identifier="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af12"><sup>12</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Tamara</given-names> <surname>Kalandadze</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af13"><sup>13</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Katherine</given-names> <surname>Button</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Methodology" vocab-term-identifier="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af14"><sup>14</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Sarah</given-names> <surname>Ashcroft-Jones</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af15"><sup>15</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0002-6843-7116</contrib-id><string-name name-style="western"><given-names>Jenny</given-names> <surname>Terry</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<xref ref-type="aff" rid="af16"><sup>16</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0003-3412-4311</contrib-id><string-name name-style="western"><given-names>Nihan</given-names> <surname>Albayrak-Aydemir</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af17"><sup>17</sup></xref><x xml:space="preserve"><sup>,</sup></x>
<xref ref-type="aff" rid="af18"><sup>18</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Filip</given-names> <surname>Děchtěrenko</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af19"><sup>19</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Shilaan</given-names> <surname>Alzahawi</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af20"><sup>20</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0002-1697-4198</contrib-id><string-name name-style="western"><given-names>Bradley J.</given-names> <surname>Baker</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af21"><sup>21</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0002-7487-7898</contrib-id><string-name name-style="western"><given-names>Merle-Marie</given-names> <surname>Pittelkow</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Methodology" vocab-term-identifier="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af22"><sup>22</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Lydia</given-names> <surname>Riedl</surname></string-name>
<xref ref-type="aff" rid="af23"><sup>23</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0002-9946-5953</contrib-id><string-name name-style="western"><given-names>Kathleen</given-names> <surname>Schmidt</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af24"><sup>24</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0002-5259-642X</contrib-id><string-name name-style="western"><given-names>Charlotte R.</given-names> <surname>Pennington</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af25"><sup>25</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0003-3190-6772</contrib-id><string-name name-style="western"><given-names>John J.</given-names> <surname>Shaw</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af26"><sup>26</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Timo</given-names> <surname>Lüke</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af27"><sup>27</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Matthew C.</given-names> <surname>Makel</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af28"><sup>28</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0002-1331-6683</contrib-id><string-name name-style="western"><given-names>Helena</given-names> <surname>Hartmann</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af29"><sup>29</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0003-3569-931X</contrib-id><string-name name-style="western"><given-names>Mirela</given-names> <surname>Zaneva</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af15"><sup>15</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0002-9369-6953</contrib-id><string-name name-style="western"><given-names>Daniel</given-names> <surname>Walker</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af33"><sup>33</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Steven</given-names> <surname>Verheyen</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af30"><sup>30</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Daniel</given-names> <surname>Cox</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af31"><sup>31</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Jennifer</given-names> <surname>Mattschey</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Methodology" vocab-term-identifier="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af17"><sup>17</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Tom</given-names> <surname>Gallagher-Mitchell</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af32"><sup>32</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Peter</given-names> <surname>Branney</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af33"><sup>33</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0002-4219-6625</contrib-id><string-name name-style="western"><given-names>Yanna</given-names> <surname>Weisberg</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af34"><sup>34</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0002-9870-3825</contrib-id><string-name name-style="western"><given-names>Kamil</given-names> <surname>Izydorczak</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af35"><sup>35</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Ali H.</given-names> <surname>Al-Hoorie</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af36"><sup>36</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Ann-Marie</given-names> <surname>Creaven</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af37"><sup>37</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Suzanne L. K.</given-names> <surname>Stewart</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af38"><sup>38</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Kai</given-names> <surname>Krautter</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af39"><sup>39</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Karen</given-names> <surname>Matvienko-Sikar</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af40"><sup>40</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Samuel J.</given-names> <surname>Westwood</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af41"><sup>41</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0001-5766-0489</contrib-id><string-name name-style="western"><given-names>Patrícia</given-names> <surname>Arriaga</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af42"><sup>42</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Meng</given-names> <surname>Liu</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Methodology" vocab-term-identifier="http://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af43"><sup>43</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Myriam A.</given-names> <surname>Baum</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af39"><sup>39</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Tobias</given-names> <surname>Wingen</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af44"><sup>44</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Robert M.</given-names> <surname>Ross</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af45"><sup>45</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Aoife</given-names> <surname>O'Mahony</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af46"><sup>46</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0001-6211-8600</contrib-id><string-name name-style="western"><given-names>Agata</given-names> <surname>Bochynska</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af47"><sup>47</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Michelle</given-names> <surname>Jamieson</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af48"><sup>48</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Myrthe Vel</given-names> <surname>Tromp</surname></string-name>
<xref ref-type="aff" rid="af50"><sup>50</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Siu Kit</given-names> <surname>Yeung</surname></string-name>
<xref ref-type="aff" rid="af51"><sup>51</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Martin R.</given-names> <surname>Vasilev</surname></string-name>
<xref ref-type="aff" rid="af52"><sup>52</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Amélie</given-names> <surname>Gourdon-Kanhukamwe</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af53"><sup>53</sup></xref><x xml:space="preserve"><sup>,</sup></x>
<xref ref-type="aff" rid="af54"><sup>54</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0003-0066-8222</contrib-id><string-name name-style="western"><given-names>Leticia</given-names> <surname>Micheli</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af55"><sup>55</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Markus</given-names> <surname>Konkol</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af56"><sup>56</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>David</given-names> <surname>Moreau</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af57"><sup>57</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>James E.</given-names> <surname>Bartlett</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af49"><sup>49</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Kait</given-names> <surname>Clark</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af58"><sup>58</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Gwen</given-names> <surname>Brekelmans</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af59"><sup>59</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Theofilos</given-names> <surname>Gkinopoulos</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af60"><sup>60</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0001-9602-5015</contrib-id><string-name name-style="western"><given-names>Samantha L.</given-names> <surname>Tyler</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af61"><sup>61</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Jan Philipp</given-names> <surname>Röer</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af62"><sup>62</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Zlatomira G.</given-names> <surname>Ilchovska</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af9"><sup>9</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Christopher R.</given-names> <surname>Madan</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af4"><sup>4</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Olly</given-names> <surname>Robertson</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – review &amp; editing" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="af63"><sup>63</sup></xref><x xml:space="preserve"><sup>,</sup></x>
<xref ref-type="aff" rid="af64"><sup>64</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0002-5813-3303</contrib-id><string-name name-style="western"><given-names>Bethan J.</given-names> <surname>Iley</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="http://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af65"><sup>65</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Samuel</given-names> <surname>Guay</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="http://credit.niso.org/contributor-roles/resources/">Resources</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Software" vocab-term-identifier="http://credit.niso.org/contributor-roles/software/">Software</role>
<xref ref-type="aff" rid="af66"><sup>66</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0001-5059-6576</contrib-id><string-name name-style="western"><given-names>Martina</given-names> <surname>Sladekova</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af16"><sup>16</sup></xref><x xml:space="preserve"><sup>,</sup></x>
<xref ref-type="aff" rid="af7"><sup>7</sup></xref><x xml:space="preserve">, </x></contrib>
<contrib contrib-type="author"><string-name name-style="western"><given-names>Shanu</given-names> <surname>Sadhwani</surname></string-name><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Writing – original draft" vocab-term-identifier="http://credit.niso.org/contributor-roles/writing-–-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="af7"><sup>7</sup></xref><x xml:space="preserve"> and </x></contrib>
<contrib contrib-type="author"><collab>FORRT</collab>
<xref ref-type="aff" rid="af67"><sup>67</sup></xref></contrib>
<aff id="af1"><label><sup>1</sup></label><addr-line>School of Psychology, <institution>University of Leeds</institution>, Leeds LS2 9JT, <country>UK</country></addr-line></aff>
<aff id="af2"><label><sup>2</sup></label><addr-line>Department of Psychology, <institution>University of Cambridge</institution>, CB2 3EB, <country>UK</country></addr-line></aff>
<aff id="af3"><label><sup>3</sup></label><addr-line>Faculty of Life Sciences: Food, Nutrition and Health, <institution>University of Bayreuth</institution>, 95447 Bayreuth, <country>Germany</country></addr-line></aff>
<aff id="af4"><label><sup>4</sup></label><addr-line>School of Psychology, <institution>University of Nottingham</institution>, Nottingham NG7 2RD, <country>UK</country></addr-line></aff>
<aff id="af5"><label><sup>5</sup></label><addr-line>School of Human Sciences, <institution>University of Greenwich</institution>, London SE10 9LS, <country>UK</country></addr-line></aff>
<aff id="af6"><label><sup>6</sup></label><addr-line>Centre for Workforce Development, Institute for Lifecourse Development, <institution>University of Greenwich</institution>, London SE10 9LS, <country>UK</country></addr-line></aff>
<aff id="af7"><label><sup>7</sup></label><addr-line>School of Humanities and Social Science, <institution>University of Brighton</institution>, BN2 0JY, <country>UK</country></addr-line></aff>
<aff id="af8"><label><sup>8</sup></label><addr-line>Institute of Psychology, <institution>University of Graz</institution>, 8010 Graz, <country>Austria</country></addr-line></aff>
<aff id="af9"><label><sup>9</sup></label><addr-line>School of Psychology, <institution>University of Birmingham</institution>, B15 2TT, <country>UK</country></addr-line></aff>
<aff id="af10"><label><sup>10</sup></label><addr-line>School of Psychology, <institution>University College Dublin</institution>, Dublin 4, DO4 V1WD, <country>Ireland</country></addr-line></aff>
<aff id="af11"><label><sup>11</sup></label><addr-line>Department of Psychology, <institution>University of York</institution>, York YO10 5DD, <country>USA</country></addr-line></aff>
<aff id="af12"><label><sup>12</sup></label><addr-line><institution>Macedonian Academy of Sciences and Arts</institution>, <country>North Macedonia</country>, XCWR+GJM, 1000</addr-line></aff>
<aff id="af13"><label><sup>13</sup></label><addr-line>Faculty of Teacher Education and Languages, Department of Education, ICT and Learning, <institution>Ostfold University College</institution>, 1757 Halden, <country>Norway</country></addr-line></aff>
<aff id="af14"><label><sup>14</sup></label><addr-line>Department of Psychology, <institution>University of Bath</institution>, Bath BA2 7AY, <country>UK</country></addr-line></aff>
<aff id="af15"><label><sup>15</sup></label><addr-line>Department of Experimental Psychology, <institution>University of Oxford</institution>, Oxford OX1 4BH18, <country>UK</country></addr-line></aff>
<aff id="af16"><label><sup>16</sup></label><addr-line>School of Psychology, <institution>University of Sussex</institution>, Brighton BN1 9RH, <country>UK</country></addr-line></aff>
<aff id="af17"><label><sup>17</sup></label><addr-line>School of Psychology and Counselling, <institution>the Open University</institution>, Milton Keynes MK7 6AA, <country>UK</country></addr-line></aff>
<aff id="af18"><label><sup>18</sup></label><addr-line>Department of Psychological and Behavioural Science, <institution>London School of Economics and Political Science</institution>, <country>UK</country></addr-line></aff>
<aff id="af19"><label><sup>19</sup></label><addr-line>Department of Mathematics, <institution>College of Polytechnics Jihlava</institution>, 1556/16, 586 01, <country>Czech Republic</country></addr-line></aff>
<aff id="af20"><label><sup>20</sup></label><addr-line>Graduate School of Business, <institution>Stanford University</institution>, CA 94305, <country>USA</country></addr-line></aff>
<aff id="af21"><label><sup>21</sup></label><addr-line>Department of Sport and Recreation Management, <institution>Temple University</institution>, PA 19122, <country>USA</country></addr-line></aff>
<aff id="af22"><label><sup>22</sup></label><addr-line>Department of Psychology, <institution>University of Groningen</institution>, 9712 CP, Groningen, <country>the Netherlands</country></addr-line></aff>
<aff id="af23"><label><sup>23</sup></label><addr-line>Department of Psychiatry and Psychotherapy, <institution>Philipps-University Marburg</institution>, D-35039 Marburg, <country>Germany</country></addr-line></aff>
<aff id="af24"><label><sup>24</sup></label><addr-line>Department of Psychology, <institution>Ashland University</institution>, OH 44805, <country>USA</country></addr-line></aff>
<aff id="af25"><label><sup>25</sup></label><addr-line>School of Psychology, <institution>Aston University</institution>, Birmingham B4 7ET, <country>UK</country></addr-line></aff>
<aff id="af26"><label><sup>26</sup></label><addr-line>Division of Psychology, <institution>De Montfort University</institution>, Leicester LE1 9BH, <country>UK</country></addr-line></aff>
<aff id="af27"><label><sup>27</sup></label><addr-line>Institute for Educational Research and Teacher Education, <institution>University of Graz</institution>, Graz, 8010 Graz, <country>Austria</country></addr-line></aff>
<aff id="af28"><label><sup>28</sup></label><addr-line>School of Education, <institution>Johns Hopkins University</institution>, MD 21218, <country>USA</country></addr-line></aff>
<aff id="af29"><label><sup>29</sup></label><addr-line>Department for Cognition, Emotion, and Methods in Psychology, <institution>University of Vienna</institution>, Vienna 1010, <country>Austria</country></addr-line></aff>
<aff id="af30"><label><sup>30</sup></label><addr-line>Department of Psychology, Education and Child Studies, <institution>Erasmus University Rotterdam</institution>, Rotterdam 3000, <country>The Netherlands</country></addr-line></aff>
<aff id="af31"><label><sup>31</sup></label><addr-line>Division of Neuroscience and Experimental Psychology, <institution>University of Manchester</institution>, Manchester M13 9PL, <country>UK</country></addr-line></aff>
<aff id="af32"><label><sup>32</sup></label><addr-line>Department of Psychology, <institution>Liverpool Hope University</institution>, Liverpool L16 9JD, <country>UK</country></addr-line></aff>
<aff id="af33"><label><sup>33</sup></label><addr-line>Department of Psychology, Faculty of Management, Law and Social Sciences, <institution>University of Bradford</institution>, Bradford BD7 1DP, <country>UK</country></addr-line></aff>
<aff id="af34"><label><sup>34</sup></label><addr-line>Department of Psychology, <institution>Linfield University</institution>, Linfield, 503-883-2200, <country>USA</country></addr-line></aff>
<aff id="af35"><label><sup>35</sup></label><addr-line>Faculty of Psychology in Wrocław, <institution>SWPS University of Social Sciences and Humanities</institution>, Wrocław 03-81536, Al Jubail 35819, <country>Poland</country></addr-line></aff>
<aff id="af36"><label><sup>36</sup></label><addr-line><institution>Jubail English Language and Preparatory Year Institute, Royal Commission for Jubail and Yanbu</institution>, <country>Saudi Arabia</country></addr-line></aff>
<aff id="af37"><label><sup>37</sup></label><addr-line>Department of Psychology, <institution>University of Limerick</institution>, V94 T9PX, <country>Ireland</country></addr-line></aff>
<aff id="af38"><label><sup>38</sup></label><addr-line>School of Psychology, <institution>University of Chester</institution>, Chester CH1 4BJ, <country>UK</country></addr-line></aff>
<aff id="af39"><label><sup>39</sup></label><addr-line>Department of Psychology, <institution>Saarland University</institution>, 66123 Saarbrücken, <country>Germany</country></addr-line></aff>
<aff id="af40"><label><sup>40</sup></label><addr-line>School of Public Health, <institution>University College Cork</institution>, Cork, T12 K8AF, <country>Ireland</country></addr-line></aff>
<aff id="af41"><label><sup>41</sup></label><addr-line>Department of Psychology, School of Social Science, <institution>University of Westminster</institution>, London W1B 2HW, <country>UK</country></addr-line></aff>
<aff id="af42"><label><sup>42</sup></label><addr-line><institution>Iscte-Universty Institute of Lisbon</institution>, CIS-IUL, 1649-026 Lisboa, <country>Portugal</country></addr-line></aff>
<aff id="af43"><label><sup>43</sup></label><addr-line>Faculty of Education, <institution>University of Cambridge</institution>, Cambridge CB2 1TN, <country>UK</country></addr-line></aff>
<aff id="af44"><label><sup>44</sup></label><addr-line>Institute of General Practice and Family Medicine, <institution>University Hospital Bonn, University of Bonn</institution>, 53127 Bonn, <country>Germany</country></addr-line></aff>
<aff id="af45"><label><sup>45</sup></label><addr-line>Department of Philosophy, <institution>Macquarie University</institution>, NSW 2109, <country>Australia</country></addr-line></aff>
<aff id="af46"><label><sup>46</sup></label><addr-line>School of Psychology, <institution>Cardiff University</institution>, Cardiff CF10 3AT, <country>UK</country></addr-line></aff>
<aff id="af47"><label><sup>47</sup></label><addr-line><institution>University Library, University of Oslo</institution>, 0313 Oslo, <country>Norway</country></addr-line></aff>
<aff id="af48"><label><sup>48</sup></label><addr-line>School of Social and Political Sciences, <institution>University of Glasgow</institution>, Glasgow G12 8QQ, <country>UK</country></addr-line></aff>
<aff id="af49"><label><sup>49</sup></label><addr-line>School of Psychology and Neuroscience, <institution>University of Glasgow</institution>, Glasgow G12 8QQ, <country>UK</country></addr-line></aff>
<aff id="af50"><label><sup>50</sup></label><addr-line>Department of Psychology, <institution>Leiden University</institution>, 2311 EZ Leiden, <country>The Netherlands</country></addr-line></aff>
<aff id="af51"><label><sup>51</sup></label><addr-line>Department of Psychology, <institution>the Chinese University of Hong Kong</institution>, Hong Kong, SAR 100871, <country>People's Republic of China</country></addr-line></aff>
<aff id="af52"><label><sup>52</sup></label><addr-line>Department of Psychology, <institution>Bournemouth University</institution>, Poole BH12 5BB, <country>UK</country></addr-line></aff>
<aff id="af53"><label><sup>53</sup></label><addr-line>Department of Neuroimaging, <institution>IoPPN, King's College London</institution>, <country>UK</country></addr-line></aff>
<aff id="af54"><label><sup>54</sup></label><addr-line><institution>IGDORE</institution>, London, <country>UK</country></addr-line></aff>
<aff id="af55"><label><sup>55</sup></label><addr-line>Department of Psychology III, <institution>University of Würzburg</institution>, 97070 Würzburg, <country>Germany</country></addr-line></aff>
<aff id="af56"><label><sup>56</sup></label><addr-line>Faculty for Geo-Information Science and Earth Observation, <institution>University of Twente</institution>, 7522 NB, <country>The Netherlands</country></addr-line></aff>
<aff id="af57"><label><sup>57</sup></label><addr-line>School of Psychology, <institution>University of Auckland</institution>, Auckland 1142, <country>New Zealand</country></addr-line></aff>
<aff id="af58"><label><sup>58</sup></label><addr-line>Department of Social Sciences, <institution>University of the West of England</institution>, Bristol BS16 1QY, <country>UK</country></addr-line></aff>
<aff id="af59"><label><sup>59</sup></label><addr-line>Department of Biological and Experimental Psychology, <institution>Queen Mary University of London</institution>, E1 4NS, <country>UK</country></addr-line></aff>
<aff id="af60"><label><sup>60</sup></label><addr-line><institution>South-East European Research Centre</institution>, Thessaloniki, <country>Greece</country></addr-line></aff>
<aff id="af61"><label><sup>61</sup></label><addr-line>Department of Neuroscience, Psychology and Behaviour, <institution>University of Leicester</institution>, <country>UK</country></addr-line></aff>
<aff id="af62"><label><sup>62</sup></label><addr-line>Department of Psychology, <institution>Witten/Herdecke University</institution>, <country>Germany</country></addr-line></aff>
<aff id="af63"><label><sup>63</sup></label><addr-line>Departments of Psychiatry and Experimental Psychology, <institution>University of Oxford</institution>, <country>UK</country></addr-line></aff>
<aff id="af64"><label><sup>64</sup></label><addr-line>School of Psychology, <institution>Keele University</institution>, Newcastle ST5 5BG, <country>UK</country></addr-line></aff>
<aff id="af65"><label><sup>65</sup></label><addr-line>School of Psychology, <institution>Queen's University Belfast</institution>, Belfast BT7 1NN, <country>UK</country></addr-line></aff>
<aff id="af66"><label><sup>66</sup></label><addr-line>Department of Psychology, <institution>University of Montreal</institution>, <country>Canada</country></addr-line></aff>
<aff id="af67"><label><sup>67</sup></label><addr-line><institution>Framework for Open and Reproducible Research Training</institution></addr-line></aff>
</contrib-group>
<author-notes>
<fn fn-type="other"><p>Electronic supplementary material is available online at <uri xlink:href="https://doi.org/10.6084/m9.figshare.c.6641489">https://doi.org/10.6084/m9.figshare.c.6641489</uri>.</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub"><day>17</day><month>5</month><year>2023</year><string-date>May 17, 2023</string-date></pub-date>
<pub-date publication-format="electronic" date-type="collection"><month>5</month><year>2023</year></pub-date>
<volume>10</volume>
<issue>5</issue><elocation-id>221255</elocation-id>
<history>
<date date-type="received"><day>27</day><month>9</month><year>2022</year><string-date>September 27, 2022</string-date></date>
<date date-type="accepted"><day>26</day><month>4</month><year>2023</year><string-date>April 26, 2023</string-date></date>
</history>
<permissions>
<copyright-statement>© 2023 The Authors.</copyright-statement>
<copyright-year>2023</copyright-year>
<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<ali:license_ref specific-use="vor">http://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<ali:license_ref specific-use="tdm">http://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>Published by the Royal Society under the terms of the Creative Commons Attribution License <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">http://creativecommons.org/licenses/by/4.0/</ext-link>, which permits unrestricted use, provided the original author and source are credited.</license-p></license></permissions>
<self-uri content-type="pdf" xlink:href="rsos.221255.pdf" />
<related-object source-id="https://www.webofscience.com/api/gateway/wos/peer-review/10.1098/rsos.221255" source-id-type="url" source-type="peer-review-report" />
<abstract>
<p>In recent years, the scientific community has called for improvements in the credibility, robustness and reproducibility of research, characterized by increased interest and promotion of open and transparent research practices. While progress has been positive, there is a lack of consideration about how this approach can be embedded into undergraduate and postgraduate research training. Specifically, a critical overview of the literature which investigates how integrating open and reproducible science may influence <italic toggle="yes">student outcomes</italic> is needed. In this paper, we provide the first critical review of literature surrounding the integration of open and reproducible scholarship into teaching and learning and its associated outcomes in students. Our review highlighted how embedding open and reproducible scholarship appears to be associated with (i) students' <italic toggle="yes">scientific literacies</italic> (i.e. students’ understanding of open research, consumption of science and the development of transferable skills); (ii) <italic toggle="yes">student engagement</italic> (i.e. motivation and engagement with learning, collaboration and engagement in open research) and (iii) students' <italic toggle="yes">attitudes towards science</italic> (i.e. trust in science and confidence in research findings). However, our review also identified a need for more robust and rigorous methods within pedagogical research, including more interventional and experimental evaluations of teaching practice. We discuss implications for teaching and learning scholarship.</p>
</abstract>
<kwd-group>
<kwd>higher education</kwd><x xml:space="preserve">, </x>
<kwd>open research</kwd><x xml:space="preserve">, </x>
<kwd>open scholarship</kwd><x xml:space="preserve">, </x>
<kwd>open science</kwd><x xml:space="preserve">, </x>
<kwd>pedagogy</kwd><x xml:space="preserve">, </x>
<kwd>teaching</kwd>
</kwd-group>
</article-meta>
</front>
</article>
