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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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Gene Regulatory Network Analysis
Retraction
Abstract
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Study design
Label agreement
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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
fundfunder
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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.

965 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.
965 works in the cohort · of 4,299,418page 10 of 20

Labels cover 1 of 965 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 965 of 965 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
geneRNIB: a living benchmark for gene regulatory network inference
Jalil Nourisa, Antoine Passemiers, Marco Stock, Berit Zeller‐Plumhoff, Robrecht Cannoodt, Christian Arnold +6 more
2025· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
7
citations
afffundunlabeled
Optimal control of protein copy number
Steven Blaber, David A. Sivak
2020· article· en· Physical review. E· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
7
citations
afffundunlabeled
Chaotic dynamics and diffusion in a piecewise linear equation
Pabel Shahrear, Leon Glass, Roderick Edwards
2015· article· en· Chaos An Interdisciplinary Journal of Nonlinear Science· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
7
citations
afffundunlabeled
The kinetic landscape of human transcription factors
Nicholas Mamrak, Nader Alerasool, Daniel Griffith, Alex S. Holehouse, Mikko Taipale, Timothée Lionnet
2022· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
7
citations
affunlabeled
Biology and Value Theory
Robert J. McShea, Daniel W. McShea
2010· book-chapter· en· Cambridge University Press eBooks· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
6
citations
affunlabeled
PhysiPKPD: A pharmacokinetics and pharmacodynamics module for PhysiCell
Daniel Bergman, Lauren Marazzi, Mukti Chowkwale, Deepa Maheshvare M, Supriya Bidanta, Tarunendu Mapder +1 more
2022· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
6
citations
affunlabeled
Noise in Genetic Toggle Switch Models
M. Andrecut, Stuart Kauffman
2006· article· en· Berichte aus der medizinischen Informatik und Bioinformatik/Journal of integrative bioinformatics· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
6
citations
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