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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

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The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Perspectives on Psychological Science
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

142 results · 1 filter active ·
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20062025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
142 works in the cohort · of 4,299,418page 1 of 3

Labels cover 3 of 142 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 142 of 142 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affunlabeled
Dual-Process Theories of Higher Cognition
Jonathan St. B. T. Evans, Keith E. Stanovich
2013· article· en· Perspectives on Psychological Science· Neuroscience
machine prediction:candidate · noneconsensus · none
4,044
citations
affunlabeled
Acculturation
David L. Sam, John W. Berry
2010· review· en· Perspectives on Psychological Science· Social Sciences
machine prediction:candidate · noneconsensus · none
1,188
citations
affunlabeled
A Multilab Preregistered Replication of the Ego-Depletion Effect
Martin S. Hagger, Nikos L. D. Chatzisarantis, H. Alberts, Calvin Octavianus Anggono, Cédric Batailler, Angela R. Birt +58 more
2016· article· en· Perspectives on Psychological Science· Psychology
machine prediction:candidate · metaresearchconsensus · none
1,113
citations
affunlabeled
Renovating the Pyramid of Needs
Douglas T. Kenrick, Vladas Griskevicius, Steven L. Neuberg, Mark Schaller
2010· review· en· Perspectives on Psychological Science· Social Sciences
machine prediction:candidate · noneconsensus · none
1,109
citations
affunlabeled
Pupillometry
Bruno Laeng, Sylvain Sirois, Gustaf Gredebäck
2012· article· en· Perspectives on Psychological Science· Neuroscience
machine prediction:candidate · noneconsensus · none
923
citations
affunlabeled
The Unengaged Mind
John D. Eastwood, Alexandra Frischen, M. Fenske, Daniel Smilek
2012· article· en· Perspectives on Psychological Science· Neuroscience
machine prediction:candidate · noneconsensus · none
893
citations
affunlabeled
Hindsight Bias
Neal J. Roese, Kathleen D. Vohs
2012· article· en· Perspectives on Psychological Science· Decision Sciences
machine prediction:candidate · noneconsensus · none
445
citations
affunlabeled
Registered Replication Report
E-J Wagenmakers, Marie Vandekerckhove, Bethany Rebecca Wainwright, Joseph Wayand, René Zeelenberg, Emily E. Zetzer +1 more
2016· review· en· Perspectives on Psychological Science· Agricultural and Biological Sciences
machine prediction:candidate · metaresearch+insufficient_payloadconsensus · none
423
citations
affgemma · metaresearchgpt · metaresearchmodels split
Adjusting for Publication Bias in Meta-Analysis
Blakeley B. McShane, Ulf Böckenholt, Karsten T. Hansen
2016· review· en· Perspectives on Psychological Science· Decision Sciences
machine prediction:candidate · metaresearchconsensus · metaresearch
407
citations
affunlabeled
A Person-Centered Approach to Moral Judgment
Eric Luis Uhlmann, David A. Pizarro, Daniel Diermeier
2015· article· en· Perspectives on Psychological Science· Neuroscience
machine prediction:candidate · noneconsensus · none
405
citations
affunlabeled
Pair-Bonding, Romantic Love, and Evolution
Garth J. O. Fletcher, Jeffry A. Simpson, Lorne Campbell, Nickola C. Overall
2015· review· en· Perspectives on Psychological Science· Psychology
machine prediction:candidate · noneconsensus · none
392
citations
affunlabeled
“Shift-and-Persist” Strategies
Edith Chen, Gregory E. Miller
2012· article· en· Perspectives on Psychological Science· Psychology
machine prediction:candidate · noneconsensus · none
349
citations
affunlabeled
Wisdom in Context
Igor Grossmann
2017· review· en· Perspectives on Psychological Science· Psychology
machine prediction:candidate · noneconsensus · none
291
citations
afffundunlabeled
Cultural Change: The How and the Why
Michael E. W. Varnum, Igor Grossmann
2017· review· en· Perspectives on Psychological Science· Psychology
machine prediction:candidate · noneconsensus · none
291
citations
affunlabeled
Morality: An Evolutionary Account
Dennis L. Krebs
2008· article· en· Perspectives on Psychological Science· Neuroscience
machine prediction:candidate · noneconsensus · none
244
citations
affunlabeled
Neuroaesthetics
Marcus T. Pearce, Dahlia W. Zaidel, Oshin Vartanian, Martin Skov, Helmut Leder, Anjan Chatterjee +1 more
2016· article· en· Perspectives on Psychological Science· Neuroscience
machine prediction:candidate · noneconsensus · none
242
citations
affgemma · metaresearchgpt · metaresearchmodels split
Registered Replication Report
Victoria K. Alogna, Matthew K. Attaya, Philip Aucoin, Štěpán Bahník, Stacy Birch, Angela R. Birt +84 more
2014· article· en· Perspectives on Psychological Science· Neuroscience
machine prediction:candidate · metaresearch+insufficient_payloadconsensus · none
224
citations
affunlabeled
Expectations for Replications
David Stanley, Jeffrey S. Spence
2014· article· en· Perspectives on Psychological Science· Psychology
machine prediction:candidate · metaresearchconsensus · metaresearch
216
citations
affunlabeled
Drunk, Powerful, and in the Dark
Jacob B. Hirsh, Adam D. Galinsky, Chen‐Bo Zhong
2011· article· en· Perspectives on Psychological Science· Neuroscience
machine prediction:candidate · noneconsensus · none
178
citations
affunlabeled
The Emerging Science of Virtue
Blaine J. Fowers, Jason S. Carroll, Nathan D. Leonhardt, Bradford Cokelet
2020· article· en· Perspectives on Psychological Science· Neuroscience
machine prediction:candidate · noneconsensus · none
169
citations
aboutno affunlabeled
Looking Forward
Marion S. Forgatch, Gerald R. Patterson, Abigail H. Gewirtz
2013· article· en· Perspectives on Psychological Science· Psychology
machine prediction:candidate · noneconsensus · none
152
citations
affunlabeled
The Future of Women in Psychological Science
June Gruber, Jane Mendle, Kristen A. Lindquist, Toni Schmader, Lee Anna Clark, Eliza Bliss‐Moreau +53 more
2020· article· en· Perspectives on Psychological Science· Psychology
machine prediction:candidate · metaresearchconsensus · none
138
citations
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