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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.

262 results · 1 filter active ·
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20052025
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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.
262 works in the cohort · of 4,299,418page 1 of 6

Labels cover 262 of 262 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 262 of 262 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.

affno abstractgemma · metaresearchgpt · scholarly_communication+open_sciencemodels split
An international registry of systematic-review protocols
Alison Booth, Mike Clarke, Davina Ghersi, David Moher, Mark Petticrew, Lesley Stewart
2010· article· en· The Lancet· Decision Sciences
machine prediction:candidate · metaresearchconsensus · metaresearch
521
citations
affgemma · metaresearch+open_sciencegpt · scholarly_communication+open_sciencemodels split
The TRUST Principles for digital repositories
Dawei Lin, Jonathan Crabtree, Ingrid Dillo, Robert R. Downs, Rorie Edmunds, David Giaretta +13 more
2020· article· en· Scientific Data· Computer Science
machine prediction:candidate · metaresearch+open_scienceconsensus · none
390
citations
affgemma · open_sciencegpt · no categorymodels split
A community-maintained standard library of population genetic models
Jeffrey R. Adrion, C. B. Cole, Noah Dukler, Jared Galloway, Ariella Gladstein, Graham Gower +23 more
2020· article· en· eLife· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
256
citations
affno abstractgemma · open_science+scholarly_communicationgpt · open_sciencemodels split
Satellites: Make Earth observations open access
Michael A. Wulder, Nicholas C. Coops
2014· article· en· Nature· Physics and Astronomy
machine prediction:candidate · open_scienceconsensus · none
241
citations
afffundno abstractgemma · open_sciencegpt · open_science+scholarly_communicationmodels split
Open access chemical and clinical probes to support drug discovery
A.M. Edwards, C. Bountra, Rachel Kerr, Timothy M. Willson
2009· article· en· Nature Chemical Biology· Pharmacology, Toxicology and Pharmaceutics
machine prediction:candidate · open_scienceconsensus · none
132
citations
affgemma · open_sciencegpt · open_sciencemodels split
Towards a data sharing Code of Conduct for international genomic research
Bartha Maria Knoppers, Jennifer R. Harris, Anne Marie Tassé, Isabelle Budin‐Ljøsne, Jane Kaye, Mylène Deschênes +1 more
2011· article· en· Genome Medicine· Medicine
machine prediction:candidate · metaresearch+open_scienceconsensus · metaresearch
112
citations
fundno affgemma · open_sciencegpt · open_sciencemodels split
Viscous Open Data: The Roles of Intermediaries in an Open Data Ecosystem
François Van Schalkwyk, Michelle Willmers, Maurice McNaughton
2015· article· en· Information Technology for Development· Social Sciences
machine prediction:candidate · scholarly_communication+open_scienceconsensus · none
88
citations
affaboutgemma · open_sciencegpt · scholarly_communicationmodels split
Open access: a giant leap towards bridging health inequities
Leslie Chan, Subbiah Arunachalam, Barbara Kirsop
2009· article· en· Bulletin of the World Health Organization· Health Professions
machine prediction:candidate · scholarly_communication+open_scienceconsensus · none
40
citations
affaboutgemma · open_sciencegpt · no categorymodels split
A multinational listeriosis outbreak and the importance of sharing genomic data
James Pettengill, Austin Markell, Amanda Conrad, Heather A. Carleton, Jennifer Beal, Hugh Rand +7 more
2020· article· en· The Lancet Microbe· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · open_scienceconsensus · none
34
citations
afffundvenueaboutgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels split
The oligopoly’s shift to open access publishing
Leigh-Ann Butler, Lisa Matthias, Marc‐André Simard, Phil Mongeon, Stefanie Haustein
2022· article· en· Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI· Decision Sciences
machine prediction:candidate · metaresearch+scholarly_communication+open_scienceconsensus · none
34
citations
affgemma · metaresearch+open_sciencegpt · metaresearch+scholarly_communication+open_sciencemodels split
Clinical Trial Data Sharing for COVID-19–Related Research
Louis Dron, Alison Dillman, Michael J. Zoratti, Jonas Häggström, Edward J. Mills, Jay Park
2021· article· en· Journal of Medical Internet Research· Medicine
machine prediction:candidate · metaresearch+open_scienceconsensus · metaresearch
32
citations
affaboutgemma · scholarly_communication+open_sciencegpt · scholarly_communicationmodels split
Open access solutions for biodiversity journals: Do not replace one problem with another
A. Townsend Peterson, Robert P. Anderson, Maria Beger, Janine Bolliger, Christopher P. Burridge, Marlon E. Cobos +48 more
2019· article· en· Diversity and Distributions· Environmental Science
machine prediction:candidate · scholarly_communication+open_scienceconsensus · none
29
citations
affgemma · metaresearch+bibliometricsgpt · metaresearch+bibliometrics+open_sciencemodels split
Incorporating data sharing to the reward system of science
Philippe Mongeon, Nicolás Robinson‐García, Wei Jeng, Rodrigo Costas
2017· article· en· Aslib Journal of Information Management· Computer Science
machine prediction:candidate · metaresearch+open_scienceconsensus · metaresearch
27
citations
afffundgemma · metaresearch+open_sciencegpt · metaresearch+scholarly_communication+open_sciencemodels split
A 10-year update to the principles for clinical trial data sharing by pharmaceutical companies: perspectives based on a decade of literature and policies
Natansh D. Modi, Ganessan Kichenadasse, Tammy Hoffmann, Mark Haseloff, Jessica M. Logan, Areti Angeliki Veroniki +10 more
2023· article· en· BMC Medicine· Medicine
machine prediction:candidate · metaresearch+open_scienceconsensus · metaresearch
25
citations
affno abstractgemma · open_sciencegpt · no categorymodels split
Development of a consent resource for genomic data sharing in the clinical setting
Erin Rooney Riggs, Danielle R. Azzariti, Annie Niehaus, Scott Goehringer, Erin M. Ramos, Laura Lyman Rodriguez +3 more
2018· article· en· Genetics in Medicine· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
25
citations
affgemma · metaresearchgpt · metaresearch+open_sciencemodels split
Challenges to complete and useful data sharing
Lawrence Mbuagbaw, Gary Foster, Ji Cheng, Lehana Thabane
2017· letter· en· Trials· Medicine
machine prediction:candidate · metaresearchconsensus · metaresearch
24
citations
fundno affgemma · open_sciencegpt · insufficient_payloadmodels split
Open exploration
William Hedley Thompson, Jessey Wright, Patrick G. Bissett
2020· article· en· eLife· Decision Sciences
machine prediction:candidate · metaresearch+open_scienceconsensus · none
23
citations
afffundgemma · metaresearch+open_sciencegpt · open_sciencemodels split
Guilt-free data reuse
Cynthia Dwork, Vitaly Feldman, Moritz Hardt, Toniann Pitassi, Omer Reingold, Aaron Roth
2017· article· en· Communications of the ACM· Computer Science
machine prediction:candidate · open_scienceconsensus · none
20
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
fundno affgemma · open_science+stsgpt · scholarly_communication+open_sciencemodels split
The Social Dynamics of Open Data
François Van Schalkwyk, Stefaan Verhulst, Gustavo Magalhães, Juan Pane, Johanna Walker
2017· book· en· African Minds eBooks· Decision Sciences
machine prediction:candidate · sts+open_scienceconsensus · none
17
citations
fundvenueno affgemma · open_sciencegpt · open_sciencemodels split
User Centred Methods for Measuring the Value of Open Data
Mark S. Frank, Johanna Walker
2016· article· en· The Journal of Community Informatics· Decision Sciences
machine prediction:candidate · metaresearch+open_scienceconsensus · none
17
citations

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