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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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The Journal of Academic Librarianship
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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.

68 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.
68 works in the cohort · of 4,299,418page 1 of 2

Labels cover 2 of 68 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 68 of 68 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Predatory and exploitative behaviour in academic publishing: An assessment
Jaime A. Teixeira da Silva, Judit Dobránszki, Panagiotis Tsigaris, Aceil Al‐Khatib
2019· article· en· The Journal of Academic Librarianship· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+open_science+research_integrityconsensus · metaresearch+bibliometrics+scholarly_communication
75
citations
affno abstractunlabeled
Measuring the Impact of Gold and Green Open Access
Li Zhang, Erin Watson
2017· article· en· The Journal of Academic Librarianship· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_scienceconsensus · metaresearch
64
citations
affno abstractunlabeled
Data Sharing and Discovery: What Librarians Need to Know
Don MacMillan
2014· article· en· The Journal of Academic Librarianship· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · scholarly_communication+open_science
63
citations
affno abstractgemma · no categorygpt · no categorymodels split
Guided Inquiry: Learning in the 21st Century
Justine Alsop-Cotton
2009· article· en· The Journal of Academic Librarianship· Health Professions
distilled prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
60
citations
affno abstractunlabeled
Cabells' Predatory Reports criteria: Assessment and proposed revisions
Jaime A. Teixeira da Silva, Mina Moradzadeh, Yuki Yamada, Daniel J. Dunleavy, Panagiotis Tsigaris
2023· article· en· The Journal of Academic Librarianship· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communicationconsensus · metaresearch+bibliometrics
35
citations
affno abstractunlabeled
Thinking About Discovery Layers
Geoffrey Little
2012· article· en· The Journal of Academic Librarianship· Computer Science
distilled prediction:candidate · noneconsensus · none
8
citations
affunlabeled
The business of transformative agreements
Reece Steinberg
2025· article· en· The Journal of Academic Librarianship· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
7
citations
affno abstractunlabeled
The Space Race
Geoffrey Little
2013· article· en· The Journal of Academic Librarianship· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
5
citations
affno abstractunlabeled
Universal research index: An inclusive metric to quantify scientific research output
Mahsa Keshavarz-Fathi, Niloufar Yazdanpanah, Sajad Kolahchi, Heliya Ziaei, Gary L. Darmstadt, T. Dorigo +42 more
2023· article· en· The Journal of Academic Librarianship· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+bibliometrics
4
citations

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