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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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Nature Reviews 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.

108 results · 1 filter active ·
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20022025
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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.
108 works in the cohort · of 4,299,418page 1 of 3

Labels cover 0 of 108 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 108 of 108 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

fundno affno abstractunlabeled
Natural products in drug discovery: advances and opportunities
Atanas G. Atanasov, Sergey B. Zotchev, Verena M. Dirsch, İlkay Erdoğan Orhan, Maciej Banach, Judith M. Rollinger +64 more
2021· review· en· Nature Reviews Drug Discovery· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · metaepi_narrow
5,001
citations
afffundno abstractunlabeled
Modulation of oxidative stress as an anticancer strategy
Chiara Gorrini, Isaac S. Harris, Tak W. Mak
2013· review· en· Nature Reviews Drug Discovery· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
3,554
citations
affno abstractunlabeled
Membrane transporters in drug development
Kathleen M. Giacomini, Shiew‐Mei Huang, Donald Tweedie, Leslie Z. Benet, Kim L. R. Brouwer, Xiaoyan Chu +18 more
2010· review· en· Nature Reviews Drug Discovery· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · metaepi_narrow+research_integrity
3,319
citations
afffundno abstractunlabeled
Designing antimicrobial peptides: form follows function
Christopher D. Fjell, Jan A. Hiss, Robert E. W. Hancock, Gisbert Schneider
2011· review· en· Nature Reviews Drug Discovery· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaepi_narrow+research_integrity
2,014
citations
afffundno abstractunlabeled
Antimicrobial host defence peptides: functions and clinical potential
Neeloffer Mookherjee, Marilyn A. Anderson, Henk P. Haagsman, Donald J. Davidson
2020· review· en· Nature Reviews Drug Discovery· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity
1,430
citations
afffundno abstractunlabeled
Epigenetic protein families: a new frontier for drug discovery
C.H. Arrowsmith, C. Bountra, Paul V. Fish, Kevin Lee, Matthieu Schapira
2012· review· en· Nature Reviews Drug Discovery· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · metaepi_narrow
1,308
citations
affno abstractunlabeled
Targeted protein degradation: expanding the toolbox
Matthieu Schapira, Matthew F. Calabrese, Alex N. Bullock, Craig M. Crews
2019· review· en· Nature Reviews Drug Discovery· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
938
citations
afffundno abstractunlabeled
SLC transporters as therapeutic targets: emerging opportunities
Lawrence Lin, Sook Wah Yee, Richard B. Kim, Kathleen M. Giacomini
2015· review· en· Nature Reviews Drug Discovery· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · metaepi_narrow
838
citations
afffundno abstractunlabeled
Targeting the translation machinery in cancer
Mamatha Bhat, Nathaniel Robichaud, Laura Hulea, Nahum Sonenberg, Jerry Pelletier, Ivan Topisirović
2015· review· en· Nature Reviews Drug Discovery· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
811
citations
afffundno abstractunlabeled
Advances in targeting cyclic nucleotide phosphodiesterases
Donald H. Maurice, Hengming Ke, Faiyaz Ahmad, Yousheng Wang, Jay H. Chung, Vincent C. Manganiello
2014· review· en· Nature Reviews Drug Discovery· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
769
citations
affno abstractunlabeled
Novel therapeutic applications of cardiac glycosides
Ioannis Prassas, Eleftherios P. Diamandis
2008· review· en· Nature Reviews Drug Discovery· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
673
citations
afffundno abstractunlabeled
Advances in oral peptide therapeutics
Daniel J. Drucker
2019· review· en· Nature Reviews Drug Discovery· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
625
citations
fundno affno abstractunlabeled
Cell death assays for drug discovery
Oliver Kepp, Lorenzo Galluzzi, Marta M. Lipinski, Junying Yuan, Guido Kroemer
2011· review· en· Nature Reviews Drug Discovery· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · metaepi_narrow+research_integrity
554
citations
affno abstractunlabeled
Targeting metabolic dysregulation for fibrosis therapy
Xiao Zhao, Jennifer Kwan, Kenneth W. Yip, Peter P. Liu, Fei‐Fei Liu
2019· review· en· Nature Reviews Drug Discovery· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
528
citations
affno abstractunlabeled
Beyond immune checkpoint blockade: emerging immunological strategies
Shawn P. Kubli, Thorsten Berger, Daniel Vilarim Araújo, Lillian L. Siu, Tak W. Mak
2021· review· en· Nature Reviews Drug Discovery· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaepi_narrow+research_integrity
477
citations
affno abstractunlabeled
Priorities in Parkinson's disease research
Wassilios G. Meissner, Mark Frasier, Thomas Gasser, Christopher G. Goetz, Andrés M. Lozano, Paola Piccini +7 more
2011· review· en· Nature Reviews Drug Discovery· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
431
citations
affno abstractunlabeled
Artificial intelligence for natural product drug discovery
Michael W. Mullowney, Katherine Duncan, Somayah S. Elsayed, Neha Garg, Justin J. J. van der Hooft, Nathaniel I. Martin +52 more
2023· review· en· Nature Reviews Drug Discovery· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+research_integrityconsensus · metaepi_narrow
390
citations
affno abstractunlabeled
Bradykinin receptor ligands: therapeutic perspectives
François Marceau, D. Regoli
2004· review· en· Nature Reviews Drug Discovery· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaepi_narrow+research_integrity
375
citations
afffundno abstractunlabeled
WD40 repeat domain proteins: a novel target class?
Matthieu Schapira, Mike Tyers, Maricel Torrent, C.H. Arrowsmith
2017· review· en· Nature Reviews Drug Discovery· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaepi_narrow+research_integrity
346
citations

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