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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.

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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Personality Traits and Psychology
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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.

affaffiliation
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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.

944 results · 1 filter active ·
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20002025
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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.
944 works in the cohort · of 4,299,418page 1 of 19

Labels cover 3 of 944 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 944 of 944 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Introducing the Short Dark Triad (SD3)
2013· article· en· Assessment· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
2,112
citations
affunlabeled
Toward a Taxonomy of Dark Personalities
2014· article· en· Current Directions in Psychological Science· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
694
citations
affunlabeled
Five-Factor Theory of Personality
2000· article· en· The Journal of Private Equity· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
530
citations
affunlabeled
What Is Beyond the Big Five? Plenty!
2000· article· en· Journal of Personality· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
457
citations
affunlabeled
Screening for Dark Personalities
2020· article· en· European Journal of Psychological Assessment· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
337
citations
affunlabeled
The Strong Situation Hypothesis
2009· review· en· Personality and Social Psychology Review· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
323
citations
affno abstractunlabeled
Big Five Predictors of Academic Achievement
2001· article· en· Journal of Research in Personality· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
308
citations

How this was built: Screen · Findings · About