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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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Bioanalysis
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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.

112 results · 1 filter active ·
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20092025
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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.
112 works in the cohort · of 4,299,418page 1 of 3

Labels cover 1 of 112 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 112 of 112 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

afffundunlabeled
Advances in Metabolite Identification
David S. Wishart
2011· review· en· Bioanalysis· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
276
citations
afffundunlabeled
2020 White Paper on Recent Issues in Bioanalysis: Vaccine Assay Validation, qPCR Assay Validation, QC for CAR-T Flow Cytometry, NAb Assay Harmonization and ELISpot Validation ( <u>Part 3</u> –Recommendations on Immunogenicity Assay Strategies, NAb Assays, Biosimilars and FDA/EMA Immunogenicity Guidance/Guideline, Gene &amp; Cell Therapy and Vaccine Assays)
Bart Corsaro, Tong‐Yuan Yang, Rocio Murphy, Ivo Sonderegger, Andrew Exley, Sylvie Bertholet +47 more
2021· article· en· Bioanalysis· Immunology and Microbiology
machine prediction:candidate · metaresearchconsensus · none
61
citations
affunlabeled
Recommendations on qPCR/ddPCR Assay Validation by GCC
Mark Wissel, Martin Poirier, Christina Satterwhite, John Lin, Rafiq Islam, Jennifer Zimmer +37 more
2022· article· en· Bioanalysis· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
52
citations
affunlabeled
2018 White Paper on Recent Issues in Bioanalysis: <i>‘A Global Bioanalytical Community Perspective on Last Decade of Incurred Samples Reanalysis (ISR)’</i> (Part 1 – Small Molecule Regulated Bioanalysis, Small Molecule Biomarkers, Peptides &amp; Oligonucleotide Bioanalysis)
Jan Welink, Yuanxin Xu, Eric Yang, Amanda Wilson, Neil Henderson, Lina Luo +47 more
2018· article· en· Bioanalysis· Immunology and Microbiology
machine prediction:candidate · metaresearchconsensus · none
39
citations
affunlabeled
Recommendations on ELISpot Assay Validation by the GCC
Rafiq Islam, Jennifer Vance, Martin Poirier, Jennifer Zimmer, Ardeshir Khadang, Dave Williams +41 more
2022· article· en· Bioanalysis· Immunology and Microbiology
machine prediction:candidate · noneconsensus · none
13
citations

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