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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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Workplace Health and Well-being
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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
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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.

1,654 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.
1,654 works in the cohort · of 4,299,418page 2 of 34

Labels cover 5 of 1,654 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 1,654 of 1,654 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.

affunlabeled
Job Strain Among Staff of Rural Nursing Homes
Debra Morgan, Karen M. Semchuk, Norma J. Stewart, Carl D Arcy
2002· article· en· JONA The Journal of Nursing Administration· Health Professions
machine prediction:candidate · noneconsensus · none
150
citations
affvenueaboutunlabeled
Nature and Prevalence of Mental Illness in the Workplace
Carolyn S. Dewa, Paula Goering, Michele Caveen
2004· article· en· A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy· Health Professions
machine prediction:candidate · noneconsensus · none
141
citations
afffundvenueunlabeled
Measuring Worker Productivity: Frameworks and Measures
Dorcas Beaton, Claire Bombardier, Reuben Escorpizo, Wei Zhang, Diane Lacaille, Annelies Boonen +4 more
2009· review· en· The Journal of Rheumatology· Health Professions
machine prediction:candidate · noneconsensus · none
137
citations
afffundno abstractunlabeled
Measures of work disability and productivity: Rheumatoid Arthritis Specific Work Productivity Survey (WPS‐RA), Workplace Activity Limitations Scale (WALS), Work Instability Scale for Rheumatoid Arthritis (RA‐WIS), Work Limitations Questionnaire (WLQ), and Work Productivity and Activity Impairment Questionnaire (WPAI)
Kenneth Tang, Dorcas Beaton, Annelies Boonen, Monique A. M. Gignac, Claire Bombardier
2011· review· en· Arthritis Care & Research· Health Professions
machine prediction:candidate · noneconsensus · none
127
citations
affaboutunlabeled
Depression and work impairment.
Heather Gilmour, Scott B. Patten
2007· article· en· PubMed· Health Professions
machine prediction:candidate · noneconsensus · none
125
citations

How this was built: Screen · Findings · About