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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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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 2 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
2023 White Paper on Recent Issues in Bioanalysis: Deuterated Drugs; LNP; Tumor/FFPE Biopsy; Targeted Proteomics; Small Molecule Covalent Inhibitors; Chiral Bioanalysis; Remote Regulatory Assessments; Sample Reconciliation/Chain of Custody <u>(PART 1A</u> – Recommendations on Mass Spectrometry, Chromatography, Sample Preparation Latest Developments, Challenges, and Solutions and BMV/Regulated Bioanalysis <u>PART 1B</u> - Regulatory Agencies' Inputs on Regulated Bioanalysis/BMV, Biomarkers/IVD/CDx/BAV, Immunogenicity, Gene &amp; Cell Therapy and Vaccine)
Mike Baratta, Wenying Jian, Shawna Hengel, Surinder Kaur, Jennifer Cunliffe, Jason Boer +77 more
2024· article· en· Bioanalysis· Pharmacology, Toxicology and Pharmaceutics
machine prediction:candidate · noneconsensus · none
11
citations
afffundunlabeled
2024 White Paper on Recent Issues in Bioanalysis: Three Way-Cross Validation; Urine Clinical Analysis; Automated Methods; Regulatory Queries on Plasma Protein Binding; Automated Biospecimen Management; ELN Migration; Ultra-Sensitivity Mass Spectrometry ( <u>Part 1A</u> – Recommendations on Advanced Strategies for Mass Spectrometry Assays, Chromatography, Sample Preparation and BMV/Regulated Bioanalysis <u>Part 1B</u> - Regulatory Agencies’ Inputs on Regulated Bioanalysis/BMV)
John Wojcik, Timothy W. Sikorski, Jian Wang, Yue Huang, Hiroshi Sugimoto, Mike Baratta +59 more
2025· article· en· Bioanalysis· Immunology and Microbiology
machine prediction:candidate · noneconsensus · none
10
citations
affno abstractunlabeled
Global Outsourcing
Wei Garofolo, Fabio Garofolo
2010· editorial· en· Bioanalysis· Medicine
machine prediction:candidate · noneconsensus · none
10
citations
affunlabeled
2024 White Paper on Recent Issues in Bioanalysis: Evolution of Immunogenicity Assessment beyond ADA/NAb; Regulated Genomic/NGS Assays; Hypersensitivity Reactions; Minimum Noise Reduction; False Positive Range; Modernized Vaccine Approaches; NAb/TAb Correlation <u>(PART 3A</u> – Recommendations on Advanced Strategies for Molecular Assays and Immunogenicity of Gene Therapy, Cell Therapy, Vaccine; Biotherapeutics Immunogenicity Assessment &amp; Clinical Relevance <u>PART 3B</u> – Regulatory Agencies’ Input on Immunogenicity/Technologies of Biotherapeutics, Gene, Cell &amp; Vaccine Therapies)
Omar Tounekti, Sandra Prior, Sarah Wassmer, Joshua Xu, Adrian Wong, Xiaodong Fang +56 more
2025· article· en· Bioanalysis· Immunology and Microbiology
machine prediction:candidate · noneconsensus · none
9
citations
affunlabeled
Ensuring High Quality in Anti-Doping Laboratories
Thierry Boghosian, Osquel Barroso, V. Ivanova, Olivier Rabin
2012· review· en· Bioanalysis· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
5
citations
fundno affunlabeled
Harmonization of Vaccine Ligand Binding Assays Validation
Francis Dessy, Ivo Sonderegger, Leslie Wagner, Alessandra Buoninfante, Meenu Wadhwa, Joseph Agnes +37 more
2024· article· en· Bioanalysis· Immunology and Microbiology
machine prediction:candidate · metaresearchconsensus · none
5
citations
afffundunlabeled
2025 White Paper on Recent Issues in Bioanalysis: Biomarkers Calibrators &amp; Stability; Evaluation of NULISA; Neurofilament &amp; Autoantibody Biomarker Assays; Removing IgM Interference; ELISpot &amp; FluoroSpot Best Practices; Modular HD Cytometry; Single-cell Analysis Imaging Cytometry (PART 2A – Recommendations on Biomarkers Discovery, Development, Validation &amp; Regulatory Approval, Ligand-Binding Assays (LBA) and Cell-Based Assays (CBA) PART 2B – Regulatory Agencies’ Input on Biomarkers, IVD/CDx and Biomarker Assay Validation (BAV))
Sarah Hersey, Kristina McGuire, Nicoletta Bivi, Abbas Bandukwala, Binsheng Gong, Chad R. Irwin +69 more
2025· article· en· Bioanalysis· Immunology and Microbiology
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
2025 White Paper on Recent Issues in Bioanalysis: What is the Future of Bioanalytical LIMS? AI/ML Integration in Bioanalysis; Tear Sample Collection; Radiolabeled Mass Balance Studies; Chiral Assays; Bioanalysis of Antibody-Oligonucleotide &amp; Bicycle Drug Conjugates ( <u>PART 1A</u> – Recommendations on Mass Spectrometry Assays, Chromatography, Sample Preparation and Regulated Bioanalysis Sampling, Validating, Analyzing &amp; Reporting <u>PART 1B</u> – Regulatory Agencies’ Input on Regulated Bioanalysis/BMV)
John Wojcik, Mark G. Qian, Anton I. Rosenbaum, Estelle M. Maes, Yongjun Xue, Christopher J. Kochansky +57 more
2025· article· en· Bioanalysis· Immunology and Microbiology
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
2024 White paper on recent issues in bioanalysis: Impact of LDT in US and IVDR in EU; AI/ML for High Parameter Flow Cytometry; The rise of Olink Technology; CDx for AAV Gene Therapies; Integrative Bioanalysis by Multiple Platforms; Super Sensitive ADA/NAb LBA ( <u>PART 2A</u> – Recommendations on Advanced Strategies for Biomarkers, IVD/CDx Assays (BAV), Cell Based Assays (CBA), and Ligand-Binding Assays (LBA) <u>PART 2B</u> – Regulatory Agencies’ Input on Biomarkers, IVD/CDx, and Biomarker Assay Validation)
Nicoletta Bivi, Danielle Graham, Laura Joglekar, Kristina McGuire, Jeroen N. Stoop, Jad Zoghbi +56 more
2025· article· en· Bioanalysis· Immunology and Microbiology
machine prediction:candidate · noneconsensus · none
2
citations
afffundunlabeled
2025 White Paper on Recent Issues in Bioanalysis: Redosing Patients with AAV Gene Therapy; CRS Immunogenicity Risk; Shedding Assays; NHP Studies Immunogenicity; CMC vs Bioanalytical Assays; Artificial Intelligence-Powered Genomic Pipelines for NGS ( <u>PART 3A</u> – Recommendations on Gene, Cell, and Vaccine Therapies Immunogenicity &amp; Technologies; Biotherapeutics &amp; Biosimilars Immunogenicity Assessment &amp; Clinical Relevance <u>PART 3B</u> – Regulatory Agencies’ Input on Immunogenicity/Technologies of Biotherapeutics, Gene, Cell &amp; Vaccine Therapies)
Omar Tounekti, Sophie Shubow, Sarah Wassmer, Andrea Van Tuyl, Lin Yang, Binsheng Gong +58 more
2025· article· en· Bioanalysis· Immunology and Microbiology
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Bioanalytical Techniques in Lipidomics
Dajana Vuckovic
2018· article· en· Bioanalysis· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
1
citations
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