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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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PNAS Nexus
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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.

142 results · 1 filter active ·
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20222025
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Machine labels · sparse coverage
Evidence
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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 3 of 3

Labels cover 0 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Body maps of the sensation of musical groove
Maria A. G. Witek, Tomas E. Matthews, Toni Bechtold, Virginia B. Penhune
2025· article· en· PNAS Nexus· Computer Science
distilled prediction:candidate · noneconsensus · none
3
citations
afffundunlabeled
Collective decision making by embodied neural agents
Nicolas Coucke, Mary Katherine Heinrich, Axel Cleeremans, Marco Dorigo, Guillaume Dumas
2025· article· en· PNAS Nexus· Neuroscience
distilled prediction:candidate · noneconsensus · none
1
citations
fundno affunlabeled
Hiding opinions from machine learning
Marcin Waniek, Walid Magdy, Talal Rahwan
2022· article· en· PNAS Nexus· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
1
citations
affunlabeled
Cognitive effort increases the intensity of rewards
Mejda Wahab, Nicole L. Mead, Stevenson Desmercieres, Virginie Lardeux, Emilie Dugast, Roy F. Baumeister +1 more
2024· article· en· PNAS Nexus· Neuroscience
distilled prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About