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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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Academic Publishing and Open Access
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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.

1,650 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.
1,650 works in the cohort · of 4,299,418page 1 of 33

Labels cover 37 of 1,650 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 1,650 of 1,650 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Preprints for the life sciences
Jeremy M Berg, Needhi Bhalla, Philip E. Bourne, Martin Chalfie, David G. Drubin, James S. Fraser +19 more
2016· article· en· Science· Decision Sciences
distilled prediction:candidate · metaresearch+sts+scholarly_communication+open_science+insufficient_payloadconsensus · metaresearch+sts
199
citations
affunlabeled
Publishing volumes in major databases related to Covid-19
Jaime A. Teixeira da Silva, Panagiotis Tsigaris, Mohammadamin Erfanmanesh
2020· article· en· Scientometrics· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+open_science+insufficient_payloadconsensus · insufficient_payload
152
citations
affunlabeled
Ten Hot Topics around Scholarly Publishing
Jonathan Tennant, Harry Crane, Tom Crick, Jacinto Dávila, Asura Enkhbayar, Jo Havemann +10 more
2019· article· en· Publications· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_science+insufficient_payloadconsensus · scholarly_communication+insufficient_payload
137
citations
affgemma · bibliometricsgpt · bibliometricsmodels agree
Top 100 cited articles in cardiovascular magnetic resonance: a bibliometric analysis
Muhammad Shahzeb Khan, Waqas Ullah, Irbaz Bin Riaz, Nizar Bhulani, Warren J. Manning, Srini Tridandapani +1 more
2016· review· en· Journal of Cardiovascular Magnetic Resonance· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+bibliometrics+scholarly_communication+open_science+research_integrityconsensus · metaresearch+bibliometrics+research_integrity
88
citations
afffundunlabeled
The Case for Open Preprints in Biology
Philippe Desjardins-Proulx, Ethan P. White, Joel Adamson, Karthik Ram, Timothée Poisot, Dominique Gravel
2013· article· en· PLoS Biology· Decision Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
85
citations
affunlabeled
Level of Evidence in Plastic Surgery Research
Hani Sinno, Omar Fouda Neel, Justyn Lutfy, Gillian Bartlett, Mirko S. Gilardino
2011· article· en· Plastic & Reconstructive Surgery· Decision Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · metaresearch
64
citations
affvenueunlabeled
ResearchRabbit (product review)
Victoria Cole, Mish Boutet
2023· article· fr· Journal of the Canadian Health Libraries Association / Journal de l Association de bilbiothèques de la santé du Canada· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · metaresearch
55
citations
aboutno affunlabeled
Digital Pills with Ingestible Sensors: Patent Landscape Analysis
Olena Litvinova, Elisabeth Klager, Nikolay Tzvetkov, Oliver Kimberger, Maria Kletečka-Pulker, Harald Willschke +1 more
2022· review· en· Pharmaceuticals· Decision Sciences
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
54
citations
affno abstractunlabeled
A solution for breaking the language barrier
Rassim Khelifa, Tatsuya Amano, Martín A. Núñez
2021· article· en· Trends in Ecology & Evolution· Decision Sciences
distilled prediction:candidate · noneconsensus · none
49
citations
aboutno affunlabeled
The COVID-19 research landscape
Wang Jun-hui, Na Hong
2020· review· en· Medicine· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+insufficient_payload
43
citations
affunlabeled
Predecessors of preprint servers
J. E. Till
2001· article· en· Learned Publishing· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_science+insufficient_payloadconsensus · scholarly_communication
36
citations
affaboutunlabeled
Scientific sinkhole: The pernicious price of formatting
Allana G. LeBlanc, Joel D. Barnes, Travis J. Saunders, Mark S. Tremblay, Jean‐Philippe Chaput
2019· article· en· PLoS ONE· Decision Sciences
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
35
citations
affno abstractunlabeled
Publicising trial results before peer review
Michael Fralick, Chana A. Sacks
2019· editorial· en· BMJ· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+research_integrity
34
citations
venueno affunlabeled
Plan S in Latin America: A Precautionary Note
Humberto Debat, Dominique Babini
2020· article· en· Scholarly and Research Communication· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communicationconsensus · none
33
citations
affno abstractunlabeled
To publish or not to publish
Françoise Βaylis
2020· article· en· Nature Biotechnology· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
29
citations
aboutno affunlabeled
The fruits of authorship
Deepak Juyal, Vijay Thawani, Shweta Thaledi, Amber Prakash
2014· article· en· Education for Health· Decision Sciences
distilled prediction:candidate · metaresearchconsensus · none
29
citations
affunlabeled
Directory of Open Access Journals (DOAJ)
Heather Morrison
2017· article· en· The Charleston Advisor· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_science+insufficient_payloadconsensus · none
27
citations
affaboutunlabeled
Has Embase replaced MEDLINE since coverage expansion?
Michael Thomas Lam, Christina De Longhi, Joseph Turnbull, Helen R. Lam, Reena Besa
2018· article· en· Journal of the Medical Library Association JMLA· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+insufficient_payloadconsensus · none
27
citations
affunlabeled
Peer review as a business transaction
Eleftherios P. Diamandis
2015· review· en· Nature· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
26
citations
afffundno abstractunlabeled
The Changing Medical Publishing Industry: Economics, Expansion, and Equity
Christopher M. Booth, Joseph S. Ross, Allan S. Detsky
2023· editorial· en· Journal of General Internal Medicine· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_science+research_integrityconsensus · metaresearch+research_integrity
26
citations
affno abstractunlabeled
Message from the LAK 2011 General & Program Chairs
Gráìnne Conole, Dragan Gašević, Phillip Long, George Siemens
2011· article· en· International Learning Analytics & Knowledge Conference· Decision Sciences
distilled prediction:candidate · scholarly_communication+open_science+insufficient_payloadconsensus · insufficient_payload
25
citations
affunlabeled
Academic Primer Series: Key Papers About Peer Review
Lalena M. Yarris, Michael Gottlieb, Kevin Scott, Christopher Sampson, Emily Rose, Teresa M. Chan +1 more
2017· review· en· Western Journal of Emergency Medicine· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+open_science+research_integrity+insufficient_payloadconsensus · metaresearch
24
citations
venueno affunlabeled
Extending ArXiv.org to Achieve Open Peer Review and Publishing
Axel Boldt
2010· article· en· Journal of Scholarly Publishing· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+open_science+research_integrityconsensus · metaresearch+scholarly_communication
23
citations
aboutno affunlabeled
Beall's List Removed: What Stands Between Us and Open Access Predators?
Michael Mimouni, Eyal Braun, Francis B. Mimouni, Daniel Mimouni, Eytan Z. Blumenthal
2017· letter· en· The American Journal of Medicine· Decision Sciences
distilled prediction:candidate · metaresearch+sts+scholarly_communication+open_science+research_integrityconsensus · none
23
citations

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