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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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Pharmaceutical industry and healthcare
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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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venuejournal
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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.

1,489 results · 1 filter active ·
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20002025
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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.
1,489 works in the cohort · of 4,299,418page 3 of 30

Labels cover 35 of 1,489 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 1,489 of 1,489 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
Evaluating solutions to sponsorship bias
M Doucet, Sergio Sismondo
2008· article· en· Journal of Medical Ethics· Pharmacology, Toxicology and Pharmaceutics
machine prediction:candidate · metaresearchconsensus · metaresearch
56
citations
affvenueaboutunlabeled
Managing conflicts of interest in the development of health guidelines
Gregory Traversy, Lianne Barnieh, Elie A. Akl, G. Michael Allan, Melissa Brouwers, Isabelle Ganache +11 more
2021· article· en· Canadian Medical Association Journal· Pharmacology, Toxicology and Pharmaceutics
machine prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
55
citations
affno abstractunlabeled
Charitable Conflicts of Interest
Chris MacDonald, Michael McDonald, Wayne Norman
2002· article· en· Journal of Business Ethics· Pharmacology, Toxicology and Pharmaceutics
machine prediction:candidate · noneconsensus · none
55
citations
affno abstractunlabeled
Conflict of interest in nutrition research: an editorial perspective
Mário J. Soares, Markus-Michael Müller, Heiner Boeing, Claudio Maffeis, Anoop Misra, Giuseppe Muscogiuri +4 more
2019· editorial· en· European Journal of Clinical Nutrition· Pharmacology, Toxicology and Pharmaceutics
machine prediction:candidate · metaresearch+research_integrityconsensus · none
54
citations
affno abstractunlabeled
Inter-provincial variation in government drug formularies.
Jean‐Pierre Grégoire, Pierre MacNeil, Kevin Skilton, Jocelyne Moisan, Devidas Menon, Philip Jacobs +2 more
2002· article· en· PubMed· Pharmacology, Toxicology and Pharmaceutics
machine prediction:candidate · noneconsensus · none
51
citations
affaboutunlabeled
Patients’ Views on Surgeons’ Financial Conflicts of Interest
Mark Camp, D Mattingly, Allan E. Gross, Markku Nousiainen, Benjamin A. Alman, Martin F. McKneally
2013· article· en· Journal of Bone and Joint Surgery· Pharmacology, Toxicology and Pharmaceutics
machine prediction:candidate · metaresearch+research_integrityconsensus · none
47
citations
aboutno affunlabeled
Misconduct by researchers and authors
Harvey Marcovitch
2007· review· en· Gaceta Sanitaria· Pharmacology, Toxicology and Pharmaceutics
machine prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
43
citations
affaboutunlabeled
Honorary Coauthorship: Does it Matter?
Jeremy O’Brien, Mark O. Baerlocher, Marshall Newton, Tina Gautam, Jason Noble
2009· article· en· Canadian Association of Radiologists Journal· Pharmacology, Toxicology and Pharmaceutics
machine prediction:candidate · metaresearch+research_integrityconsensus · none
41
citations

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