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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 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.

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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 2 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.

afffundunlabeled
The parameter sensitivity of random forests
Barbara Huang, Paul C. Boutros
2016· article· en· BMC Bioinformatics· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
182
citations
affunlabeled
Power and sample size for DNA microarray studies
Mei‐Ling Ting Lee, G. À. Whitmore
2002· article· en· Statistics in Medicine· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
171
citations
afffundunlabeled
Data Integration in Genetics and Genomics: Methods and Challenges
Jemila S. Hamid, Pingzhao Hu, Nicole M. Roslin, Vicki Ling, Celia M.T. Greenwood, Joseph Beyene
2009· article· en· Human Genomics and Proteomics· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
150
citations
afffundunlabeled
MRI Phenotyping of Genetically Altered Mice
Jason P. Lerch, John G. Sled, R. Mark Henkelman
2010· article· en· Methods in molecular biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
149
citations
afffundunlabeled
Test set bias affects reproducibility of gene signatures
Prasad Patil, Pierre-Olivier Bachant-Winner, Benjamin Haibe‐Kains, Jeffrey T. Leek
2015· article· en· Bioinformatics· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
123
citations
affunlabeled
Submission of Microarray Data to Public Repositories
Catherine A. Ball, Alvis Brāzma, Helen C. Causton, Steve Chervitz, Ron Edgar, Pascal Hingamp +12 more
2004· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
122
citations
afffundunlabeled
Multivariate curve resolution of time course microarray data
Peter D. Wentzell, Tobias K. Karakach, Sushmita Roy, M. Juanita Martinez, Chris Allen, Margaret Werner‐Washburne
2006· article· en· BMC Bioinformatics· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
119
citations
afffundunlabeled
Comparative evaluation of gene-set analysis methods
Qi Liu, Irina Dinu, Adeniyi J. Adewale, John D. Potter, Yutaka Yasui
2007· article· en· BMC Bioinformatics· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
106
citations
affunlabeled
Applications of microarrays to histopathology
Matt van de Rijn, C. Blake Gilks
2004· review· en· Histopathology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
102
citations
afffundunlabeled
Revisiting inconsistency in large pharmacogenomic studies
Zhaleh Safikhani, Petr Smirnov, Mark Freeman, Nehmé El-Hachem, Adrian She, Anna Goldenberg +7 more
2016· preprint· en· F1000Research· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
101
citations
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