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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.

1,914 results · 1 filter active ·
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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.
1,914 works in the cohort · of 4,299,418page 14 of 39

Labels cover 1,914 of 1,914 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 1,914 of 1,914 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

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
distilled prediction:candidate · metaresearch+scholarly_communication+open_science+research_integrityconsensus · metaresearch+open_science
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
distilled prediction:candidate · noneconsensus · none
19
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
distilled prediction:candidate · stsconsensus · none
19
citations
afffundno abstractgemma · metaresearchgpt · metaresearch+research_integritymodels split
Conflict(s) of Interest in Peer Review: Its Origins and Possible Solutions
Антон Олейник
2013· article· en· Science and Engineering Ethics· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometricsconsensus · metaresearch+bibliometrics
18
citations
affaboutgemma · metaresearch+bibliometricsgpt · metaresearch+bibliometricsmodels agree
What determines researchers’ scientific impact? A case study of Quebec researchers
Seyed Reza Mirnezami, Catherine Beaudry, Vincent Larivière
2015· article· en· Science and Public Policy· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+sts+scholarly_communicationconsensus · metaresearch+bibliometrics
18
citations
affno abstractgemma · bibliometricsgpt · bibliometrics+metaresearchmodels split
Neophilia ranking of scientific journals
Mikko Packalén, Jay Bhattacharya
2016· article· en· Scientometrics· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+open_science+insufficient_payloadconsensus · metaresearch+bibliometrics+insufficient_payload
18
citations
affgemma · metaresearch+metaepi_narrow+metaepi_broadgpt · metaresearch+metaepi_narrow+metaepi_broadmodels split
Factors Associated with the Magnitude Of acUpuncture treatment effectS (FAMOUS): a meta-epidemiological study of acupuncture randomised controlled trials
Wei-Juan Gang, Wen-Cui Xiu, Lan-Jun Shi, Qi Zhou, Ruimin Jiao, Jiwei Yang +42 more
2022· article· en· BMJ Open· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+insufficient_payloadconsensus · metaepi_narrow
18
citations
affvenuegemma · metaresearchgpt · no categorymodels split
A Content Analysis of Systematic Review Online Library Guides
Jennifer Lee, Alix Hayden, Heather Ganshorn, Helen Pethrick
2021· article· en· Evidence Based Library and Information Practice· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+insufficient_payloadconsensus · metaresearch+scholarly_communication
18
citations
fundno affgemma · metaresearch+open_sciencegpt · metaresearch+open_sciencemodels split
Teaching Open and Reproducible Scholarship: A Critical Review of the Evidence Base for Current Pedagogical Methods and their Outcomes
Madeleine Pownall, Flávio Azevedo, Laura M König, Hannah Rachael Slack, Thomas Rhys Evans, Zoe M. Flack +64 more
2022· review· en· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_broad+scholarly_communication+open_science+insufficient_payloadconsensus · metaresearch
18
citations
affgemma · metaresearchgpt · metaresearch+metaepi_broadmodels split
Methodological and Reporting Quality of Noninferiority Randomized Controlled Trials Comparing Antibiotic Therapies: A Systematic Review
Anthony D. Bai, Adam S. Komorowski, Carson K. L. Lo, Pranav Tandon, Xena X. Li, Vaibhav Mokashi +6 more
2020· review· en· Clinical Infectious Diseases· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+insufficient_payloadconsensus · metaresearch+metaepi_narrow+metaepi_broad
18
citations
affgemma · metaresearchgpt · no categorymodels split
Accuracy of a Commercial Large Language Model (ChatGPT) to Perform Disaster Triage of Simulated Patients Using the Simple Triage and Rapid Treatment (START) Protocol: Gage Repeatability and Reproducibility Study
Jeffrey Michael Franc, Attila J. Hertelendy, Lenard Cheng, Ryan Hata, Manuela Verde
2024· article· en· Journal of Medical Internet Research· Health Professions
distilled prediction:candidate · metaresearchconsensus · metaresearch
18
citations
afffundaboutgemma · no categorygpt · metaresearchmodels split
One size doesn’t fit all: methodological reflections in conducting community-based behavioural science research to tailor COVID-19 vaccination initiatives for public health priority populations
Guillaume Fontaine, Maureen A. Smith, Tori Langmuir, Karim Mekki, Hanan Ghazal, Elizabeth Estey Noad +16 more
2024· article· en· BMC Public Health· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+research_integrityconsensus · metaresearch
18
citations
affno abstractgemma · metaresearchgpt · metaresearch+stsmodels split
Funding, objectivity and the socialization of medical research
James Robert Brown
2002· review· en· Science and Engineering Ethics· Pharmacology, Toxicology and Pharmaceutics
distilled prediction:candidate · metaresearch+sts+research_integrityconsensus · research_integrity
18
citations
affgemma · metaresearch+research_integritygpt · metaresearch+metaepi_broad+research_integritymodels split
Indicators of questionable research practices were identified in 163,129 randomized controlled trials
Johanna AAG Damen, Pauline Heus, Herm J. Lamberink, Joeri K. Tijdink, L.M. Bouter, Paul Glasziou +4 more
2022· article· en· Journal of Clinical Epidemiology· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_broad+research_integrity+insufficient_payloadconsensus · metaresearch+metaepi_broad
18
citations
affgemma · no categorygpt · metaresearchmodels split
Analysis of Videotaped Data: Methodological Considerations
Janice M. Morse, Charlotte Pooler
2002· article· en· International Journal of Qualitative Methods· Social Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · metaresearch
18
citations
afffundgemma · metaresearchgpt · no categorymodels split
Aiming for quality: a global compass for national learning systems
Diana Sarakbi, Nana Mensah-Abrampah, Melissa Kleine-Bingham, Shams B. Syed
2021· review· en· Health Research Policy and Systems· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+stsconsensus · metaresearch
17
citations
affno abstractgemma · bibliometrics+metaresearchgpt · bibliometrics+metaresearchmodels agree
Is interdisciplinarity more likely to produce novel or disruptive research?
Shiji Chen, Yanan Guo, Alvin Shijie Ding, Yanhui Song
2024· article· en· Scientometrics· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+open_science+insufficient_payloadconsensus · metaresearch+bibliometrics+insufficient_payload
17
citations
affgemma · metaresearchgpt · metaresearch+stsmodels split
Co-production of evidence for policies in Thailand: from concept to action
Viroj Tangcharoensathien, Supakit Sirilak, Piyamitr Sritara, Walaiporn Patcharanarumol, Angkana Lekagul, Wanrudee Isaranuwatchai +2 more
2021· article· en· BMJ· Economics, Econometrics and Finance
distilled prediction:candidate · metaresearchconsensus · none
17
citations
affgemma · metaresearch+metaepi_broadgpt · metaresearch+metaepi_narrow+metaepi_broadmodels split
Systematic reviews of TCM trials: how does inclusion of Chinese trials affect outcome?
Denise Adams, Taixiang Wu, Yutaka Yasui, Steven Aung, Sunita Vohra
2012· article· en· Journal of Evidence-Based Medicine· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_broad+insufficient_payloadconsensus · metaresearch
17
citations
affgemma · metaresearch+bibliometricsgpt · metaresearch+bibliometricsmodels agree
Characteristics of ‘mega’ peer-reviewers
Danielle B. Rice, Ba’ Pham, Justin Presseau, Andrea C. Tricco, David Moher
2022· article· en· Research Integrity and Peer Review· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+research_integrity+insufficient_payloadconsensus · metaresearch+bibliometrics
17
citations
aboutno affgemma · metaresearchgpt · no categorymodels split
Human Research Ethics Committees in Technical Universities
David Koepsell, Willem‐Paul Brinkman, Sylvia C. Pont
2014· article· en· Journal of Empirical Research on Human Research Ethics· Engineering
distilled prediction:candidate · metaresearch+sts+research_integrityconsensus · metaresearch+sts+research_integrity
17
citations
affgemma · metaresearchgpt · no categorymodels split
Turning the crank for machine learning: ease, at what expense?
Tom Pollard, Irene A. Chen, Jenna Wiens, Steven Horng, D. J. N. Wong, Marzyeh Ghassemi +3 more
2019· letter· en· The Lancet Digital Health· Medicine
distilled prediction:candidate · noneconsensus · none
17
citations

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