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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.

591 results · 1 filter active ·
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20022025
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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.
591 works in the cohort · of 4,299,418page 8 of 12

Labels cover 48 of 591 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 591 of 591 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Profiling the small non-coding RNA transcriptome of the human placenta
Victor D. Martínez, David E. Cohn, Nikita Telkar, Brenda C. Minatel, Michelle E. Pewarchuk, Erin A. Marshall +3 more
2021· article· en· Scientific Data· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
10
citations
afffundunlabeled
A curated collection of human vaccination response signatures
Kenneth Smith, Daniel G. Chawla, Bhavjinder K. Dhillon, Zhou Ji, Randi Vita, Eva C. van der Leest +7 more
2022· article· en· Scientific Data· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
10
citations
afffundgemma · open_sciencegpt · open_sciencemodels agree
The Pelagic Species Trait Database, an open data resource to support trait-based ocean research
Miram R. Gleiber, Natasha A. Hardy, Zachary Roote, Alana M. Krug‐MacLeod, Caitlin J. Morganson, Zackary Tandy +8 more
2024· article· en· Scientific Data· Environmental Science
distilled prediction:candidate · sts+scholarly_communication+open_science+insufficient_payloadconsensus · open_science+insufficient_payload
9
citations
affgemma · no categorygpt · no categorymodels agree
Author Correction: A global database of Holocene paleotemperature records
Darrell S. Kaufman, Nicholas P. McKay, Cody Routson, Michael P. Erb, Basil A.S. Davis, Oliver Heiri +87 more
2020· erratum· en· Scientific Data· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
9
citations
afffundunlabeled
StoichLife: A Global Dataset of Plant and Animal Elemental Content
Angélica L. González, Julian Merder, Karl Andraczek, Ulrich Brose, Michał Filipiak, W. Stanley Harpole +37 more
2025· article· en· Scientific Data· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
8
citations
affunlabeled
Creating reproducible pharmacogenomic analysis pipelines
Anthony Mammoliti, Petr Smirnov, Zhaleh Safikhani, Wail Ba-Alawi, Benjamin Haibe‐Kains
2019· article· en· Scientific Data· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_science+insufficient_payloadconsensus · insufficient_payload
7
citations

How this was built: Screen · Findings · About