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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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Biopreservation and Biobanking
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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
fundfunder
venuejournal
aboutaboutness

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

154 results · 1 filter active ·
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20102025
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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.
154 works in the cohort · of 4,299,418page 1 of 4

Labels cover 1 of 154 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 154 of 154 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Defining Biobank
Robert E. Hewitt, Peter H. Watson
2013· article· en· Biopreservation and Biobanking· Medicine
distilled prediction:candidate · noneconsensus · none
147
citations
affunlabeled
A Framework for Biobank Sustainability
Peter H. Watson, Sara Y. Nussbeck, Candace Carter, Sheila O’Donoghue, Stefanie Cheah, Lise Matzke +12 more
2014· article· en· Biopreservation and Biobanking· Medicine
distilled prediction:candidate · metaresearchconsensus · none
132
citations
affunlabeled
Biospecimen Use in Cancer Research Over Two Decades
Shevaun E. Hughes, Rebecca Barnes, Peter H. Watson
2010· article· en· Biopreservation and Biobanking· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
55
citations
affno abstractunlabeled
Standard PREanalytical Code Version 3.0
Fay Betsou, Roberto Bilbao, Jamie Case, Rodrigo Chuaqui, Judith A. Clements, Yvonne De Souza +23 more
2018· article· en· Biopreservation and Biobanking· Medicine
distilled prediction:candidate · noneconsensus · none
52
citations
affno abstractunlabeled
Molecular Medicine Ireland Guidelines for Standardized Biobanking
Jan S. Guerin, David W. Murray, Mary M. McGrath, Martin Yuille, Joseph McPartlin
2010· article· en· Biopreservation and Biobanking· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
48
citations
afffundaboutunlabeled
The Importance of Biobanking in Cancer Research
Tania Castillo-Pelayo, Sindy Babinszky, Jodi LeBlanc, Peter H. Watson
2015· article· en· Biopreservation and Biobanking· Medicine
distilled prediction:candidate · metaresearchconsensus · none
47
citations
affunlabeled
Research Perspective on Utilizing and Valuing Tumor Biobanks
Amanda Rush, Lise Matzke, Simon Cooper, Craig Gedye, Jennifer A. Byrne, Peter H. Watson
2018· article· en· Biopreservation and Biobanking· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
35
citations
aboutno affunlabeled
The Responses of Biobanks to COVID-19
Marianne K. Henderson, Zisis Kozlakidis, Jajah Fachiroh, Beatrice Wiafe Addai, Xun Xu, Sameera Ezzat +3 more
2020· article· en· Biopreservation and Biobanking· Medicine
distilled prediction:candidate · noneconsensus · none
21
citations
afffundaboutunlabeled
A Practical Tool for Modeling Biospecimen User Fees
Lise Matzke, Simon Dee, John M.S. Bartlett, Sambasivarao Damaraju, Kathryn Graham, Randal N. Johnston +5 more
2014· article· en· Biopreservation and Biobanking· Medicine
distilled prediction:candidate · metaresearchconsensus · none
18
citations
afffundunlabeled
Non-ideal Solution Thermodynamics of Cytoplasm
Lisa U. Ross-Rodriguez, Janet A.W. Elliott, Locksley E. McGann
2012· article· en· Biopreservation and Biobanking· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
15
citations
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