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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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OSF Preprints (OSF Preprints)
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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.

7,572 results · 1 filter active ·
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20122025
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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.
7,572 works in the cohort · of 4,299,418page 3 of 152

Labels cover 23 of 7,572 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 7,572 of 7,572 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
Partnership Search Strategy
Femke Hoekstra, Christine Neilson, Tram Nguyen, Heather L. Gainforth, Mathew Vis‐Dunbar, Kathryn M. Sibley +1 more
2018· article· en· OSF Preprints (OSF Preprints)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
PixelMapR
2021· article· en· OSF Preprints (OSF Preprints)· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Scientific Meaning of Wisdom
Mane Kara-Yakoubian, Mengxi Dong, Nic M. Weststrate, Igor Grossmann
2019· article· en· OSF Preprints (OSF Preprints)· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
k-means analysis of Rh-doped Sr2IrO4
2024· article· en· OSF Preprints (OSF Preprints)· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Fire-smart Bioenergy nexus
2025· dataset· en· OSF Preprints (OSF Preprints)
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
PSY305 APA Writing Project
2019· other· en· OSF Preprints (OSF Preprints)
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
HEARTS Study - Quantitative Data 2
2025· article· en· OSF Preprints (OSF Preprints)· Medicine
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Open Neuroscience Data for Remote Projects
Ubc Brain Circuits Cluster, Timothy H. Murphy, hao hu, Nicholas Michelson, Cameron L. Woodard, A. Wevers +4 more
2020· article· en· OSF Preprints (OSF Preprints)· Decision Sciences
machine prediction:candidate · open_scienceconsensus · none
0
citations
affunlabeled
BADE Evidence Integration Task
2022· article· en· OSF Preprints (OSF Preprints)· Neuroscience
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About