Table · dataset · 2026
Data, Code, and Figures for "Flexible Behavior or Flexible Methods? A Cross-Taxon Review of Experimental Designs in Reversal Learning"
Listed in ZivaHub and Deakin Research Online and DMU Figshare and HKU DataHub and Swinburne Figshare and DaYta Ya Rona and SUNScholarData and figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.6084/m9.figshare.29334422.v1
Description
<h2 dir="ltr">Archive description</h2><p dir="ltr">This repository contains the full dataset, R-based analysis script, supporting information files, and figures associated with the manuscript <i>“Flexible behavior or flexible methods? A cross-taxon review of experimental designs in reversal learning,” </i>accepted for publication in <a href="doi.org/10.1162/OPMI.a.395" target="_blank" rel="noreferrer"><i>Open Mind: Discoveries in Cognitive Science</i></a>.
All files are structured to support reproducibility and transparency.</p><h2 dir="ltr">Contents</h2><ul><li><b>final_data.csv</b> – Primary coded dataset for all 350 articles included in the systematic review.</li><li><b>final_data_dc.csv</b> – Double-coded dataset used for inter-rater reliability analyses.</li><li><b>ncbi_data.csv</b> – Species counts retrieved from the NCBI Taxonomy Browser (ncbi.nlm.nih.gov/taxonomy; accessed May 14, 2025), used to assess taxonomic coverage.</li><li><b>data_analysis.Rmd</b> – R Markdown file containing all code required to reproduce the analyses reported in the manuscript.</li><li><b>data_analysis.html</b> – Knitted HTML output of the analysis script for easier navigation and review.</li><li><b>RL_lit_review.Rproj</b> – RStudio project file for organizing the working environment.</li><li><b>animal_shapes/</b> – Folder containing animal silhouettes used in Figure 3.</li><li><b>brms_models/</b> – All brms model files generated for robustness analyses, saved to bypass recompilation during knitting.</li><li><b>figures/</b> – Folder containing all manuscript figures.</li><li><b>supplementary_material/</b> – Folder containing supplementary tables S1–S3.</li></ul><p><br></p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.29334422.v1 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Animal behaviour · Animal behaviour · Animal behaviour · Animal behaviour · Animal behaviour · Animal behaviour · Animal behaviour · Animal behaviour · Animal behaviour · Animal behaviour · Animal behaviour · Astronomy & Astrophysics · Behavioural ecology · Behavioural ecology · Behavioural ecology · Behavioural ecology · Behavioural ecology · Behavioural ecology · Behavioural ecology · Behavioural ecology · Behavioural ecology · Behavioural ecology · Behavioural ecology · Chemistry · Chemistry · Chemistry · Cognition · Cognition · Cognition · Cognition · Cognition · Cognition · Cognition · Cognition · Cognition · Cognition · Cognition · Computer Science & AI · Computer Science & AI · Design practice and methods · Design practice and methods · Design practice and methods · Design practice and methods · Design practice and methods · Design practice and methods · Design practice and methods · Design practice and methods · Design practice and methods · Design practice and methods · Design practice and methods · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Phylogeny and comparative analysis · Phylogeny and comparative analysis · Phylogeny and comparative analysis · Phylogeny and comparative analysis · Phylogeny and comparative analysis · Phylogeny and comparative analysis · Phylogeny and comparative analysis · Phylogeny and comparative analysis · Phylogeny and comparative analysis · Phylogeny and comparative analysis · Phylogeny and comparative analysis · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Social Science · Social Science · Social Science · Social Science · Social Science
Provenance · 11 source records, 120 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/29334422 | 6 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/29334422 | 6 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/29334422 | 6 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/29334422 | 6 d ago | JSON v1 |
| Swinburne Figshare | oai:figshare.com:article/29334422 | 6 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/29334422 | 6 d ago | JSON v1 |
| SUNScholarData | oai:figshare.com:article/29334422 | 6 d ago | JSON v1 |
| figshare | oai:figshare.com:article/29334422 | 5 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/29334422 | 5 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/29334422 | 5 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/29334422 | 5 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:field:310301 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Behavioural ecology'] |
| concepts[field].anzsrc:field:310301 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Behavioural ecology'] |
| concepts[field].anzsrc:field:310301 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Behavioural ecology'] |
| concepts[field].anzsrc:field:310301 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Behavioural ecology'] |
| concepts[field].anzsrc:field:310301 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Behavioural ecology'] |
| concepts[field].anzsrc:field:310301 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Behavioural ecology'] |
| concepts[field].anzsrc:field:310301 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Behavioural ecology'] |
| concepts[field].anzsrc:field:310301 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Behavioural ecology'] |
| concepts[field].anzsrc:field:310301 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Behavioural ecology'] |
| concepts[field].anzsrc:field:310301 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Behavioural ecology'] |
| concepts[field].anzsrc:field:310301 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Behavioural ecology'] |
| concepts[field].anzsrc:field:310410 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Phylogeny and comparative analysis'] |
| concepts[field].anzsrc:field:310410 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Phylogeny and comparative analysis'] |
| concepts[field].anzsrc:field:310410 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Phylogeny and comparative analysis'] |
| concepts[field].anzsrc:field:310410 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Phylogeny and comparative analysis'] |
| concepts[field].anzsrc:field:310410 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Phylogeny and comparative analysis'] |
| concepts[field].anzsrc:field:310410 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Phylogeny and comparative analysis'] |
| concepts[field].anzsrc:field:310410 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Phylogeny and comparative analysis'] |
| concepts[field].anzsrc:field:310410 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Phylogeny and comparative analysis'] |
| concepts[field].anzsrc:field:310410 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Phylogeny and comparative analysis'] |
| concepts[field].anzsrc:field:310410 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Phylogeny and comparative analysis'] |
| concepts[field].anzsrc:field:310410 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Phylogeny and comparative analysis'] |
| concepts[field].anzsrc:field:310901 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Animal behaviour'] |
| concepts[field].anzsrc:field:310901 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Animal behaviour'] |
| concepts[field].anzsrc:field:310901 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Animal behaviour'] |
| concepts[field].anzsrc:field:310901 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Animal behaviour'] |
| concepts[field].anzsrc:field:310901 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Animal behaviour'] |
| concepts[field].anzsrc:field:310901 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Animal behaviour'] |
| concepts[field].anzsrc:field:310901 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Animal behaviour'] |
| concepts[field].anzsrc:field:310901 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Animal behaviour'] |
| concepts[field].anzsrc:field:310901 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Animal behaviour'] |
| concepts[field].anzsrc:field:310901 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Animal behaviour'] |
| concepts[field].anzsrc:field:310901 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Animal behaviour'] |
| concepts[field].anzsrc:field:330306 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Design practice and methods'] |
| concepts[field].anzsrc:field:330306 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Design practice and methods'] |
| concepts[field].anzsrc:field:330306 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Design practice and methods'] |
| concepts[field].anzsrc:field:330306 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Design practice and methods'] |
| concepts[field].anzsrc:field:330306 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Design practice and methods'] |
| concepts[field].anzsrc:field:330306 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Design practice and methods'] |
| concepts[field].anzsrc:field:330306 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Design practice and methods'] |
| concepts[field].anzsrc:field:330306 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Design practice and methods'] |
| concepts[field].anzsrc:field:330306 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Design practice and methods'] |
| concepts[field].anzsrc:field:330306 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Design practice and methods'] |
| concepts[field].anzsrc:field:330306 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Design practice and methods'] |
| concepts[field].anzsrc:field:520401 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Cognition'] |
| concepts[field].anzsrc:field:520401 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Cognition'] |
| concepts[field].anzsrc:field:520401 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Cognition'] |
| concepts[field].anzsrc:field:520401 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Cognition'] |
| concepts[field].anzsrc:field:520401 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Cognition'] |
| concepts[field].anzsrc:field:520401 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Cognition'] |
| concepts[field].anzsrc:field:520401 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Cognition'] |
| concepts[field].anzsrc:field:520401 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Cognition'] |
| concepts[field].anzsrc:field:520401 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Cognition'] |
| concepts[field].anzsrc:field:520401 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Cognition'] |
| concepts[field].anzsrc:field:520401 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Cognition'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |