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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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The AAPS Journal
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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.

107 results · 1 filter active ·
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20042025
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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.
107 works in the cohort · of 4,299,418page 2 of 3

Labels cover 0 of 107 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 107 of 107 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Machine Learning Prediction of Clinical Trial Operational Efficiency
Kevin Wu, Eric Wu, Michael DAndrea, Nandini Chitale, Melody Lim, Marek Dąbrowski +9 more
2022· article· en· The AAPS Journal· Economics, Econometrics and Finance
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
24
citations
affno abstractunlabeled
The Evolution of Single-Cell Analysis and Utility in Drug Development
Shibani Mitra‐Kaushik, Anita Mehta‐Damani, Jennifer J. Stewart, Cherie Green, Virginia Litwin, Christèle Gonneau
2021· review· en· The AAPS Journal· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
21
citations
affno abstractunlabeled
Ligand Binding Assays in the 21st Century Laboratory: Platforms
Franklin Spriggs, Zhandong Don Zhong, Afshin Safavi, Darshana Jani, Narasaiah Dontha, Anita Kant +7 more
2012· article· en· The AAPS Journal· Immunology and Microbiology
distilled prediction:candidate · noneconsensus · none
18
citations
affunlabeled
Anti-drug Antibody Sample Testing and Reporting Harmonization
Darshana Jani, Robin Marsden, Michele Gunsior, Laura Schild Hay, Bethany Ward, Kyra J. Cowan +37 more
2022· article· en· The AAPS Journal· Immunology and Microbiology
distilled prediction:candidate · stsconsensus · none
11
citations
affno abstractunlabeled
The Two Main Goals of Bioequivalence Studies
László Endrényi, Henning Blume, László Tóthfalusi
2017· article· en· The AAPS Journal· Mathematics
distilled prediction:candidate · metaresearch+stsconsensus · none
9
citations
affunlabeled
Neutralizing Antibody Sample Testing and Report Harmonization
Darshana Jani, Michele Gunsior, Robin Marsden, Kyra J. Cowan, Susan C. Irvin, Laura Schild Hay +29 more
2024· article· en· The AAPS Journal· Immunology and Microbiology
distilled prediction:candidate · noneconsensus · none
1
citations

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