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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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Work-Family Balance Challenges
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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.

1,516 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.
1,516 works in the cohort · of 4,299,418page 1 of 31

Labels cover 1 of 1,516 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 1,516 of 1,516 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
Is telework effective for organizations?
Brittany Harker Martin, Rhiannon MacDonnell Mesler
2012· article· en· Management Research Review· Social Sciences
machine prediction:candidate · noneconsensus · none
367
citations
affaboutunlabeled
The Nature of Work and the Stress of Higher Status
Scott Schieman, Yuko Whitestone, Karen Van Gundy
2006· article· en· Journal of Health and Social Behavior· Social Sciences
machine prediction:candidate · noneconsensus · none
309
citations
afffundaboutunlabeled
Work-Life Conflict During the COVID-19 Pandemic
Scott Schieman, Philip J. Badawy, Melissa A. Milkie, Alex Bierman
2021· article· en· Socius Sociological Research for a Dynamic World· Social Sciences
machine prediction:candidate · noneconsensus · none
284
citations
affunlabeled
Beyond Work-Life “Integration”
Joan C. Williams, Jennifer L. Berdahl, Joseph A. Vandello
2015· review· en· Annual Review of Psychology· Social Sciences
machine prediction:candidate · noneconsensus · none
240
citations
affunlabeled
Work-Life Balance
Fiona Jones, Ronald J. Burke, Mina Westman
2013· book· en· Psychology Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
229
citations
aboutno affunlabeled
When Dad Stays Home Too
Erin M. Rehel
2013· article· en· Gender & Society· Social Sciences
machine prediction:candidate · noneconsensus · none
209
citations
affvenueaboutunlabeled
An examination of gender differences in work-family conflict.
Allyson K. McElwain, Karen Korabik, Hazel M. Rosin
2005· article· en· Canadian Journal of Behavioural Science/Revue canadienne des sciences du comportement· Social Sciences
machine prediction:candidate · noneconsensus · none
182
citations
affunlabeled
Cross-National Work-Life Research
Ariane Ollier‐Malaterre, Annie Foucreault
2016· article· en· Journal of Management· Social Sciences
machine prediction:candidate · noneconsensus · none
180
citations
affaboutunlabeled
The Incomplete Revolution
Lori Campbell, Michael P. Carroll
2007· article· en· Men and Masculinities· Social Sciences
machine prediction:candidate · noneconsensus · none
179
citations
affunlabeled
Making Space for Graduate Student Parents
Kristen W. Springer, Brenda Parker, Catherine Leviten‐Reid
2008· article· en· Journal of Family Issues· Social Sciences
machine prediction:candidate · noneconsensus · none
168
citations

How this was built: Screen · Findings · About