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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.

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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.

3,194 results · 1 filter active ·
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20132025
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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.
3,194 works in the cohort · of 4,299,418page 4 of 64

Labels cover 7 of 3,194 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 3,194 of 3,194 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Quaternion-Spin and Some Consequences
Bryan Sanctuary
2023· preprint· en· Preprints.org· Mathematics
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
11
citations
affunlabeled
Epistemic Communities under Active Inference
Mahault Albarracin, Daphne Demekas, Maxwell J. D. Ramstead, Conor Heins
2022· preprint· en· Preprints.org· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
11
citations
affunlabeled
The Global Forest Transition is a Human Affair
Claude García, Sini Savilaakso, R.W. Verburg, Victoria Gutierrez, Sarah Jane Wilson, Cornelia B. Krug +16 more
2020· preprint· en· Preprints.org· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
10
citations
affaboutunlabeled
Open-source Photovoltaic - Electrical Vehicle Carport Designs
Nicholas Vandewetering, Koami Soulemane Hayibo, Joshua M. Pearce
2022· preprint· en· Preprints.org· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
10
citations
affunlabeled
An Update on Self-Amplifying mRNA Vaccine Development
Anna K. Blakney, Andrew J. Geall, Shell Ip
2020· preprint· en· Preprints.org· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
10
citations
affunlabeled
Niosomes: A Novel Targeted Drug Delivery System
Iman Akbarzadeh, Kamand Sedaghatnia, Mahsa Bourbour, Zahra Esmaeili Moghaddam, Maryam Moghtaderi, Ehsan Samimi-Sohrforozani +2 more
2021· preprint· en· Preprints.org· Pharmacology, Toxicology and Pharmaceutics
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
10
citations
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