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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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Antibiotic Use and Resistance
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.

1,690 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.
1,690 works in the cohort · of 4,299,418page 3 of 34

Labels cover 7 of 1,690 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 1,690 of 1,690 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
A review of antimicrobial stewardship training in medical education
Sarah L. Silverberg, Vanessa E. Zannella, Drew Countryman, Ana Patricia Ayala, Erica Lenton, Farah Friesen +1 more
2017· review· en· International Journal of Medical Education· Immunology and Microbiology
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
80
citations
affunlabeled
Improving Antibiotic Selection
Michael A. Steinman, Sumant R Ranji, Kaveh G Shojania, Ralph Gonzales
2006· review· en· Medical Care· Immunology and Microbiology
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · none
78
citations
affno abstractunlabeled
UN High-Level Meeting on antimicrobials—what do we need?
Ramanan Laxminarayan, Carlos F. Amábile-Cuevas, Otto Cars, Timothy Evans, Steven J. Hoffman, Alison Holmes +4 more
2016· article· en· The Lancet· Immunology and Microbiology
distilled prediction:candidate · insufficient_payloadconsensus · none
75
citations
afffundaboutunlabeled
Late-career Physicians Prescribe Longer Courses of Antibiotics
César I. Fernández-Lázaro, Kevin A. Brown, Bradley J. Langford, Nick Daneman, Gary Garber, Kevin L. Schwartz
2019· article· en· Clinical Infectious Diseases· Immunology and Microbiology
distilled prediction:candidate · insufficient_payloadconsensus · none
68
citations
affunlabeled
The Super-Wicked Problem of Antimicrobial Resistance
Jasper Littmann, A. M. Viens, Diego S. Silva
2020· book-chapter· en· Public health ethics analysis· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
64
citations
afffundunlabeled
“Get Smart Colorado”
Ralph Gonzales, Kitty Corbett, Shale Wong, Judith E. Glazner, Ann Deas, Bonnie Leeman-Castillo +5 more
2008· article· en· Medical Care· Immunology and Microbiology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
64
citations

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