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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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Antimicrobial Stewardship & Healthcare Epidemiology
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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.

120 results · 1 filter active ·
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20212025
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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.
120 works in the cohort · of 4,299,418page 1 of 3

Labels cover 2 of 120 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 120 of 120 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Global collaborations in antimicrobial stewardship: All hands on deck
Diane Ashiru‐Oredope, Bradley J. Langford, Candice Bonaconsa, Vrinda Nampoothiri, Esmita Charani, Debra A. Goff
2023· article· en· Antimicrobial Stewardship & Healthcare Epidemiology· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
19
citations
affunlabeled
Ten ways to make the most of World Antimicrobial Awareness Week
Bradley J. Langford, Kelly L. Matson, Khalid Eljaaly, Anucha Apisarnthanarak, Pamela Bailey, Lindsay MacMurray +5 more
2022· article· en· Antimicrobial Stewardship & Healthcare Epidemiology· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
4
citations
affunlabeled
Five steps to high quality antimicrobial stewardship research
Bradley J. Langford, Pamela Bailey, Daniel J. Livorsi, Kevin A. Brown, Sonali D. Advani, Elizabeth Dodds Ashley +2 more
2024· article· en· Antimicrobial Stewardship & Healthcare Epidemiology· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · research_integrity
3
citations
afffundaboutunlabeled
On-demand, hospital-based, severe acute respiratory coronavirus virus 2 (SARS-CoV-2) genomic epidemiology to support nosocomial outbreak investigations: A prospective molecular epidemiology study
Patrick Benoit, Gisèle Jolicoeur, Floriane Point, Chantal Soucy, Karine Normand, Philippe Morency-Potvin +9 more
2023· article· en· Antimicrobial Stewardship & Healthcare Epidemiology· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaepi_narrow+research_integrity
2
citations
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