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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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Drug Discovery Today
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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.

133 results · 1 filter active ·
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20012025
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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.
133 works in the cohort · of 4,299,418page 2 of 3

Labels cover 0 of 133 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 133 of 133 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
New trends for osteoarthritis: Biomaterials, models and modeling
Seng Manivong, Aurélie Cullier, Fabrice Audigié, Xavier Banquy, Florina Moldovan, Magali Demoor +1 more
2023· review· en· Drug Discovery Today· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
48
citations
afffundno abstractunlabeled
Determination of tumour marker genes from gene expression data
Miroslava Čuperlović‐Culf, Nabil Belacel, Rodney J. Ouellette
2005· review· en· Drug Discovery Today· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
41
citations
fundno affno abstractunlabeled
New drugs and methods of doping and manipulation
Mario Thevis, Maxie Kohler, Wilhelm Schänzer
2008· review· en· Drug Discovery Today· Medicine
distilled prediction:candidate · noneconsensus · none
39
citations
afffundno abstractunlabeled
Structure-based view of the druggable genome
Jiayan Wang, Setayesh Yazdani, Ana Han, Matthieu Schapira
2020· review· en· Drug Discovery Today· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
35
citations
affno abstractunlabeled
MRI as a tool for evaluation of oral controlled release dosage forms
Przemysław Dorożyński, Piotr Kulinowski, Anna Młynarczyk, Greg J. Stanisz
2011· review· en· Drug Discovery Today· Pharmacology, Toxicology and Pharmaceutics
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
31
citations
afffundno abstractunlabeled
miRNAs in PAH: biomarker, therapeutic target or both?
Jolyane Meloche, Aude Pflieger, Mylène Vaillancourt, Colin Graydon, Steeve Provencher, Sébastien Bonnet
2014· review· en· Drug Discovery Today· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
29
citations
affunlabeled
Optical tweezers for drug discovery
Matthew Halma, Jack A. Tuszyński, Gijs J. L. Wuite
2022· review· en· Drug Discovery Today· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
22
citations
afffundno abstractunlabeled
Data analysis of alternative splicing microarrays
Miroslava Čuperlović‐Culf, Nabil Belacel, Adrian S. Culf, Rodney J. Ouellette
2006· review· en· Drug Discovery Today· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
20
citations
affno abstractunlabeled
Bacterial cancer therapy: A turning point for new paradigms
M. Vijayakumar, Priya Kannappan, Nagendran Tharmalingam, Rajendran JC Bose, Thiagarajan Madheswaran, Mohankandhasamy Ramasamy
2022· article· en· Drug Discovery Today· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
20
citations
afffundno abstractunlabeled
The rise of micropharma
Christopher Barden, Donald F. Weaver
2009· article· en· Drug Discovery Today· Engineering
distilled prediction:candidate · noneconsensus · none
19
citations
affno abstractunlabeled
Proteomics in living cells
Stephen W. Michnick
2004· review· en· Drug Discovery Today· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
19
citations
afffundno abstractunlabeled
Current attempts to implement siRNA-based RNAi in leukemia models
Hasan Uludağ, Breanne Landry, Juliana Valencia‐Serna, K. C. Remant-Bahadur, Deniz Meneksedag‐Erol
2016· review· en· Drug Discovery Today· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
14
citations
affunlabeled
Advancing nonclinical innovation and safety in pharmaceutical testing
Elizabeth Baker, Nancy A. Beck, Ellen L. Berg, Helene D. Clayton‐Jeter, P. Charukeshi Chandrasekera, J. Lowry Curley +9 more
2018· review· en· Drug Discovery Today· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrowconsensus · none
13
citations
afffundno abstractunlabeled
A unified approach to computational drug discovery
Chih‐Yuan Tseng, Jack A. Tuszyński
2015· review· en· Drug Discovery Today· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_scienceconsensus · metaepi_narrow
9
citations
aboutno affno abstractunlabeled
Biopharma business models in Canada
Isidre March-Chordà, Rosa María Yagüe Perales
2011· article· en· Drug Discovery Today· Medicine
distilled prediction:candidate · noneconsensus · none
8
citations

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