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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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vaccines and immunoinformatics approaches
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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.

479 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.
479 works in the cohort · of 4,299,418page 4 of 10

Labels cover 0 of 479 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 479 of 479 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
CIMAvax-EGF: A novel therapeutic vaccine for advanced lung cancer
Gisela González, Agustín Lage, Tania Crombet, Gryssel Rodríguez, Beatriz García Verdecia, Ariadna Cuevas +3 more
2009· article· en· DOAJ (DOAJ: Directory of Open Access Journals)· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
8
citations
affunlabeled
Emepepimut-S for non-small cell lung cancer
Luis Corrales, Normand Blais, Denis Soulières
2011· article· en· Expert Opinion on Biological Therapy· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
7
citations
affunlabeled
Inferring the immune response from repertoire sequencing
Maximilian Puelma Touzel, Aleksandra M. Walczak, Thierry Mora
2019· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
7
citations
venueno affunlabeled
Development of a Multiepitope Vaccine Against SARS-CoV-2: Immunoinformatics Study
Fatemeh Ghafouri, Reza Ahangari Cohan, Hilda Samimi, Seyed Mohammad Ali Hosseini Rad, Mahmood Naderi, Farshid Noorbakhsh +1 more
2022· article· en· JMIR Bioinformatics and Biotechnology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
6
citations
affunlabeled
The Immunopeptidomics Ontology (ImPO)
Daniel Faria, Patrícia Eugénio, Marta Contreiras Silva, Laura Balbi, Georges Bedran, Ashwin Adrian Kallor +5 more
2024· article· en· Database· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
5
citations
fundno affunlabeled
Systematic auditing is essential to debiasing machine learning in biology
Fatma-Elzahraa Eid, Haitham Elmarakeby, Yujia A. Chan, Nadine Fornelos Martins, Mahmoud ElHefnawi, Eli Van Allen +2 more
2020· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
5
citations
afffundunlabeled
SPEAR: Systematic ProtEin AnnotatoR
Matthew Crown, Natália Teruel, Rafaël Najmanovich, Matthew Bashton
2022· article· en· Bioinformatics· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
4
citations

How this was built: Screen · Findings · About