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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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Expert Opinion on Drug Discovery
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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.

74 results · 1 filter active ·
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20072025
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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.
74 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 74 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 74 of 74 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

fundno affunlabeled
Molecular hybridization: a powerful tool for multitarget drug discovery
Pedro de Sena Murteira Pinheiro, Lucas Silva Franco, Tadeu L. Montagnoli, Carlos Alberto Manssour Fraga
2024· article· en· Expert Opinion on Drug Discovery· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
155
citations
afffundunlabeled
The antibiotic resistome
Gerard D. Wright
2010· review· en· Expert Opinion on Drug Discovery· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
108
citations
affunlabeled
Applied metabolomics in drug discovery
Adrian S. Culf
2016· review· en· Expert Opinion on Drug Discovery· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
50
citations
afffundunlabeled
3D bioprinting for organ and organoid models and disease modeling
Amanda Castro Juraski, Sonali Sharma, Sydney Sparanese, Victor A. da Silva, Julie Wong, Zachary Laksman +3 more
2023· review· en· Expert Opinion on Drug Discovery· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
49
citations
afffundunlabeled
Have microfluidics delivered for drug discovery?
Arvind Chandrasekaran, Marwan M. Abduljawad, Christopher Moraes
2016· editorial· en· Expert Opinion on Drug Discovery· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
19
citations
affunlabeled
Advances in malignant glioma drug discovery
David A. Reardon, James Perry, Alba A. Brandes, Rakesh Jalali, Wolfgang Wick
2011· article· en· Expert Opinion on Drug Discovery· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
17
citations
affunlabeled
Novel approaches to the development of anti-sepsis drugs
Christine Lehmann, Nivin Sharawi, Nadia Al-Banna, Nathan Corbett, Joshua W. Kuethe, Charles C. Caldwell
2014· review· en· Expert Opinion on Drug Discovery· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
17
citations
affunlabeled
Fresh approaches to antidepressant drug discovery
Christoph Anacker
2014· review· en· Expert Opinion on Drug Discovery· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · metaepi_narrow
9
citations
affunlabeled
Scintillation proximity assay in lead discovery
Xavier Khawaja, John Dunlop, Dianne Kowal
2008· article· en· Expert Opinion on Drug Discovery· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
9
citations
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