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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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Gene expression and cancer classification
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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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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

1,836 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.
1,836 works in the cohort · of 4,299,418page 3 of 37

Labels cover 4 of 1,836 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 1,836 of 1,836 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Gene Expression Profiling of Breast Cancer
Maggie C.U. Cheang, Matt van de Rijn, Torsten O. Nielsen
2008· review· en· Annual Review of Pathology Mechanisms of Disease· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
87
citations
affno abstractunlabeled
Machine learning: its challenges and opportunities in plant system biology
Mohsen Hesami, Milad Alizadeh, Andrew Maxwell Phineas Jones, Davoud Torkamaneh
2022· review· en· Applied Microbiology and Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
82
citations
afffundunlabeled
ArrayPipe: a flexible processing pipeline for microarray data
Karsten Hokamp, Fiona Roche, M. Acab, Marc-Étienne Rousseau, Braden Kuo, David L. Goode +5 more
2004· article· en· Nucleic Acids Research· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
79
citations
affunlabeled
Study of stem cell function using microarray experiments
Carolina Perez‐Iratxeta, Gareth Palidwor, Christopher J. Porter, Neal A. Sanche, Matthew R. Huska, Brian P Suomela +6 more
2005· review· en· FEBS Letters· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
74
citations
affunlabeled
Microarray truths and consequences
CH Woelk, Jacques Corbeil
2004· review· en· Journal of Molecular Endocrinology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
73
citations
fundno affno abstractunlabeled
Tissue microarrays: emerging standard for biomarker validation
Saima Hassan, Cristiano Ferrario, Aline Mamo, Mark Basik
2008· review· en· Current Opinion in Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
73
citations
afffundunlabeled
A methodology for global validation of microarray experiments
Mathieu Miron, Owen Z. Woody, Alexandre Marcil, Carl Murie, Robert Sladek, Robert Nadon
2006· article· en· BMC Bioinformatics· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
72
citations
affno abstractunlabeled
DNA Microarray-Based Diagnostics
Mahsa Gharibi Marzancola, Abootaleb Sedighi, Paul C. H. Li
2015· review· en· Methods in molecular biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
68
citations
affunlabeled
The Rat Genome Database 2013--data, tools and users
Stanley J. F. Laulederkind, G. Thomas Hayman, Shuu‐Jiun Wang, Jennifer R. Smith, T. F. Lowry, R. Nigam +7 more
2013· article· en· Briefings in Bioinformatics· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
68
citations
affunlabeled
Comparison and validation of genomic predictors for anticancer drug sensitivity
Simon Papillon‐Cavanagh, Nicolas Jay, Nehmé El-Hachem, Catharina Olsen, Gianluca Bontempi, Hugo J.W.L. Aerts +2 more
2013· article· en· Journal of the American Medical Informatics Association· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
68
citations
affunlabeled
The GenABEL Project for statistical genomics
Lennart C. Karssen, Cornelia M. van Duijn, Yurii S. Aulchenko
2016· preprint· en· F1000Research· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
64
citations
affunlabeled
Clustering Methods for Microarray Gene Expression Data
Nabil Belacel, Qian Wang, Miroslava Čuperlović‐Culf
2006· review· en· OMICS A Journal of Integrative Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
62
citations

How this was built: Screen · Findings · About