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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.221553</article-id>
<article-id pub-id-type="publisher-id">rsos221553</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>Psychology and cognitive neuroscience</subject>
</subj-group>
<subj-group subj-group-type="type-of-publication">
<subject>Research articles</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Predicting and reasoning about replicability using structured groups</article-title>
<alt-title alt-title-type="short">Predicting and reasoning about replicability using structured groups</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0003-0236-6906</contrib-id><string-name name-style="western"><given-names>Bonnie C.</given-names> <surname>Wintle</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="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="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="Project administration" vocab-term-identifier="http://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role vocab="credit" vocab-identifier="http://credit.niso.org/" vocab-term="Visualization" vocab-term-identifier="http://credit.niso.org/contributor-roles/visualization/">Visualization</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>bonnie.wintle@unimelb.edu.au</email>
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<contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="true">http://orcid.org/0000-0001-9018-4373</contrib-id><string-name name-style="western"><given-names>Martin</given-names> <surname>Bush</surname></string-name><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="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="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="Visualization" vocab-term-identifier="http://credit.niso.org/contributor-roles/visualization/">Visualization</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>
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<aff id="af1"><label><sup>1</sup></label><addr-line>MetaMelb Research Initiative, School of Ecosystem and Forest Sciences, <institution>University of Melbourne</institution>, Parkville 3010, <country>Australia</country></addr-line></aff>
<aff id="af2"><label><sup>2</sup></label><addr-line>MetaMelb Research Initiative, School of Historical and Philosophical Studies, <institution>University of Melbourne</institution>, Parkville 3010, <country>Australia</country></addr-line></aff>
<aff id="af3"><label><sup>3</sup></label><addr-line>Centre of Excellence for Biosecurity Risk Analysis, School of BioSciences, <institution>University of Melbourne</institution>, Parkville 3010, <country>Australia</country></addr-line></aff>
<aff id="af4"><label><sup>4</sup></label><addr-line>School of Psychological Sciences, <institution>University of Melbourne</institution>, Parkville 3010, <country>Australia</country></addr-line></aff>
<aff id="af5"><label><sup>5</sup></label><addr-line>Centre for the Study of Existential Risk, <institution>University of Cambridge</institution>, Cambridge, <country>UK</country></addr-line></aff>
<aff id="af6"><label><sup>6</sup></label><addr-line>Martin Conservation Decisions Lab, Department of Forest and Conservation Sciences, <institution>University of British Columbia</institution>, Vancouver, <country>Canada</country></addr-line></aff>
<aff id="af7"><label><sup>7</sup></label><addr-line>Centre for Environmental Policy, <institution>Imperial College London</institution>, London, <country>UK</country></addr-line></aff>
<aff id="af8"><label><sup>8</sup></label><addr-line>Department of Pedagogical and Educational Sciences, <institution>University of Groningen</institution>, Groningen, <country>The Netherlands</country></addr-line></aff>
</contrib-group>
<author-notes>
<fn fn-type="other"><p>Electronic supplementary material is available online at <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.6084/m9.figshare.c.6662674">https://doi.org/10.6084/m9.figshare.c.6662674</ext-link>.</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub"><day>7</day><month>6</month><year>2023</year><string-date>June 7, 2023</string-date></pub-date>
<pub-date publication-format="electronic" date-type="collection"><month>6</month><year>2023</year></pub-date>
<volume>10</volume>
<issue>6</issue><elocation-id>221553</elocation-id>
<history>
<date date-type="received">
<day>9</day>
<month>12</month>
<year>2022</year><string-date>December 9, 2022</string-date></date>
<date date-type="accepted">
<day>14</day>
<month>4</month>
<year>2023</year><string-date>April 14, 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.221553.pdf" />
<related-object source-id="https://www.webofscience.com/api/gateway/wos/peer-review/10.1098/rsos.221553" source-id-type="url" source-type="peer-review-report" />
<abstract>
<p>This paper explores judgements about the replicability of social and behavioural sciences research and what drives those judgements. Using a mixed methods approach, it draws on qualitative and quantitative data elicited from groups using a structured approach called the IDEA protocol (‘investigate’, ‘discuss’, ‘estimate’ and ‘aggregate’). Five groups of five people with relevant domain expertise evaluated 25 research claims that were subject to at least one replication study. Participants assessed the probability that each of the 25 research claims would replicate (i.e. that a replication study would find a statistically significant result in the same direction as the original study) and described the reasoning behind those judgements. We quantitatively analysed possible correlates of predictive accuracy, including self-rated expertise and updating of judgements after feedback and discussion. We qualitatively analysed the reasoning data to explore the cues, heuristics and patterns of reasoning used by participants. Participants achieved 84% classification accuracy in predicting replicability. Those who engaged in a greater breadth of reasoning provided more accurate replicability judgements. Some reasons were more commonly invoked by more accurate participants, such as ‘effect size’ and ‘reputation’ (e.g. of the field of research). There was also some evidence of a relationship between statistical literacy and accuracy.</p>
</abstract>
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<kwd>replication</kwd><x xml:space="preserve">, </x>
<kwd>forecasting</kwd><x xml:space="preserve">, </x>
<kwd>expert judgement</kwd><x xml:space="preserve">, </x>
<kwd>meta-research</kwd><x xml:space="preserve">, </x>
<kwd>metascience</kwd><x xml:space="preserve">, </x>
<kwd>mixed methods</kwd>
</kwd-group><funding-group specific-use="FundRef"><award-group><funding-source><institution-wrap><institution>Defense Advanced Research Projects Agency (DARPA)</institution></institution-wrap></funding-source><award-id>HR001118S0047</award-id></award-group></funding-group>
</article-meta>
</front>
</article>
