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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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Blood donation and transfusion practices
Retraction
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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.

838 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
838 works in the cohort · of 4,299,418page 11 of 17

Labels cover 1 of 838 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 838 of 838 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Predicting Major Donor Prospects Using Machine Learning
Greg Lee, Aishwarya Sathyamurthi, Mark Hobbs
2024· article· en· Business, Management and Accounting
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
1
citations
aboutno affunlabeled
Personalized medicine comes to a blood center near you
Richard R. Gammon
2023· letter· en· Transfusion· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
1
citations
affunlabeled
How do I/we forecast tomorrows’ transfusion: Blood components
Nicolas A. Pereyra, Dana V. Devine
2022· article· fr· Transfusion Clinique et Biologique· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · none
1
citations
aboutno affunlabeled
Dracula wants your blood. Now
G. Kezwer
2000· article· en· Europe PMC (PubMed Central)· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
venueno affno abstractunlabeled
Postpartum Hemorrhage in a Jehovah’s Witness
Jasmin Thomas
2011· letter· en· Journal of Obstetrics and Gynaecology Canada· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affno abstractunlabeled
LO077: A restrictive transfusion strategy decreases mortality, re-bleeding and adverse events in hemodynamically stable patients with acute upper gastrointestinal bleeding: findings from a systematic review and meta-analysis of randomized controlled trials
Joseph Ahn, Lesley Soril, Laura E. Leggett, Reid Holmes, D. Grigat, Eddy Lang +1 more
2016· review· en· Canadian Journal of Emergency Medicine· Business, Management and Accounting
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+insufficient_payloadconsensus · none
1
citations
affvenueaboutunlabeled
Whole blood and freeze-dried plasma in Canadian trauma care
Pierre‐Marc Dion, Johnathan Mack, Asim Alam, Sebastian Vuong, J. Blake Scott, Damien Miller +1 more
2024· article· en· Canadian Journal of Surgery· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
The curtain is still going up
Paul M. Ness
2009· editorial· en· Transfusion· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
1
citations
afffundunlabeled
Developing a social model for blood and plasma donation
Adam Easterbrook, Mary Berger, Kelly Holloway, Nick Bansback
2025· article· en· Social Science & Medicine· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Disseminated Intravascular Coagulation
Robert F. Tamburro, Ahmad Al‐Huniti, Mariella Vargas-Gutierrez, Jorge Gonzalez Ulloa, Leonardo R. Brandão
2021· book-chapter· en· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
affunlabeled
Febrile and Allergic Transfusion Reactions
Cynthia Wu, Nancy M. Heddle
2009· other· en· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
aboutno affunlabeled
Editorial
Peggy Leatt
2003· editorial· es· Healthcare Quarterly· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+scholarly_communication+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
1
citations

How this was built: Screen · Findings · About