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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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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.

570 results · 1 filter active ·
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20012025
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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.
570 works in the cohort · of 4,299,418page 3 of 12

Labels cover 570 of 570 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 570 of 570 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.

aboutno affgemma · metaresearch+research_integritygpt · research_integritymodels split
Research misconduct in the UK
Fiona Godlee, Elizabeth Wager
2012· letter· en· BMJ· Social Sciences
machine prediction:candidate · metaresearch+research_integrityconsensus · none
20
citations
affgemma · metaresearch+research_integritygpt · metaresearch+research_integritymodels agree
Requirements of health policy and services journals for authors to disclose financial and non-financial conflicts of interest: a cross-sectional study
Assem M. Khamis, Maram B Hakoum, Lama Bou-Karroum, Joseph R. Habib, Ahmed Ali, Gordon Guyatt +2 more
2017· article· en· Health Research Policy and Systems· Pharmacology, Toxicology and Pharmaceutics
machine prediction:candidate · metaresearch+research_integrityconsensus · none
19
citations
affgemma · metaresearch+research_integritygpt · metaresearch+research_integritymodels agree
The Dynamics of Retraction in Epistemic Networks
Travis LaCroix, Anders Geil, Cailin O’Connor
2020· article· en· Philosophy of Science· Social Sciences
machine prediction:candidate · metaresearch+research_integrityconsensus · none
19
citations
affgemma · metaresearch+research_integritygpt · metaresearch+open_science+research_integritymodels split
IMPACT Observatory: tracking the evolution of clinical trial data sharing and research integrity
Karmela Krleža-Jerić, Mirko Gabelica, Rita Banzi, Marina Krnić-Martinić, Bibiana Pulido, Mersiha Mahmić-Kaknjo +4 more
2016· review· en· Biochemia Medica· Computer Science
machine prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
19
citations
affgemma · metaresearchgpt · metaresearch+research_integrity+scholarly_communicationmodels split
Re-evaluation of solutions to the problem of unprofessionalism in peer review
Travis G. Gerwing, Alyssa M. Allen Gerwing, Chi‐Yeung Choi, Stephanie Avery‐Gomm, Jeff C. Clements, Joshua A. Rash
2021· article· en· Research Integrity and Peer Review· Decision Sciences
machine prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
17
citations
affgemma · metaresearch+research_integritygpt · metaresearch+research_integritymodels split
Addressing conflict of interest in non-pharmacological research
Alexander M. Clark, Alexandra A. Choby, Kirsty Ainsworth, David R. Thompson
2015· review· en· International Journal of Clinical Practice· Pharmacology, Toxicology and Pharmaceutics
machine prediction:candidate · metaresearch+research_integrityconsensus · none
16
citations
affno abstractgemma · research_integritygpt · metaresearch+research_integritymodels split
Rise in retractions is a signal of integrity
Daniele Fanelli
2014· letter· en· Nature· Social Sciences
machine prediction:candidate · metaresearch+research_integrityconsensus · none
16
citations
fundvenueno affno abstractgemma · research_integritygpt · research_integritymodels agree
Plagiarism, self-plagiarism and duplicate publication
Eldon R. Smith
2007· article· en· Canadian Journal of Cardiology· Decision Sciences
machine prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
14
citations
venueno affgemma · research_integritygpt · research_integritymodels split
Ethical and Unethical Methods of Plagiarism Prevention in Academic Writing
Kaveh Bakhtiyari, Hadi Salehi, Mohamed Amin Embi, Masoud Shakiba, Azam Zavvari, Masoomeh Shahbazi-Moghadam +2 more
2014· book· en· International Education Studies· Social Sciences
machine prediction:candidate · research_integrityconsensus · none
14
citations
affgemma · research_integritygpt · research_integritymodels agree
Plagiarism Education: Strategies for Instructors
Julia Ann Colella-Sandercock, Hanin Alahmadi
2015· article· en· International Journal of Learning Teaching and Educational Research· Social Sciences
machine prediction:candidate · research_integrityconsensus · none
14
citations
venueno affgemma · metaresearch+research_integritygpt · scholarly_communication+research_integritymodels split
Nigerian Academics Patronizing Predatory Journals
Adeyinka Tella
2020· article· en· Journal of Scholarly Publishing· Decision Sciences
machine prediction:candidate · metaresearch+bibliometrics+research_integrityconsensus · none
13
citations
afffundgemma · metaresearch+research_integritygpt · no categorymodels split
Research ethics review during the COVID-19 pandemic: An international study
Fabio Salamanca‐Buentello, Rachel Katz, Diego S. Silva, Ross Upshur, Maxwell J. Smith
2024· article· en· PLoS ONE· Medicine
machine prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
13
citations
afffundaboutgemma · sts+research_integritygpt · metaresearch+sts+research_integritymodels split
Risk and Representation in Research Ethics
Fern Brunger, Todd Russell
2015· article· en· Journal of Empirical Research on Human Research Ethics· Social Sciences
machine prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
13
citations
affgemma · metaresearchgpt · metaresearch+research_integritymodels split
The Responsible Conduct of Bioethics Research
Zubin Master
2011· article· en· Accountability in Research· Medicine
machine prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
13
citations
affvenueaboutgemma · research_integritygpt · metaresearch+research_integritymodels split
Plagiarism: A Canadian Higher Education Case Study of Policy and Practice Gaps
Sarah Elaine Eaton, Cristina Fernández Conde, Stefan Rothschuh, Melanie Guglielmin, Benedict Kojo Otoo
2020· article· en· Alberta Journal of Educational Research· Social Sciences
machine prediction:candidate · metaresearch+research_integrityconsensus · none
12
citations
affgemma · research_integritygpt · research_integritymodels agree
Proceedings of the 4th World Conference on Research Integrity
Susan Patricia O’Brien, Danny Chan, Fks Leung, Eun Jung Ko, Jin Sun Kwak, TaeHwan Gwon +298 more
2016· article· en· Research Integrity and Peer Review· Medicine
machine prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
12
citations

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