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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
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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.

1,516 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 21 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Work Hours Mismatch
Marta Lachowska, Alexandre Mas, Raffaele Saggio, Stephen A. Woodbury
2024· article· en· SSRN Electronic Journal· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Reproduction of ''
Che-Yu Wang
2024· report· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affvenueaboutunlabeled
“I Felt like I Was Losing Every Day”
Julia Smith
2023· article· en· Labour / Le Travail· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
aboutno affunlabeled
Models of Earning and Caring: Trends in Time-use
Roderic Beaujot, Jianye Liu, Zenaida R. Ravanera
2008· article· en· Scholarship@Western (Western University)· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
A Life in Balance?
2011· book· en· University of British Columbia Press eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affno abstractunlabeled
The Role of Work-Life-Balance in Effective Business Management
Anna Kasperczuk, Michał Ćwiąkała, Ernest Górka, Piotr Ręczajski, Piotr Mrzygłód, Maciej Frasunkiewicz +3 more
2025· preprint· en· SSRN Electronic Journal· Social Sciences
distilled prediction:candidate · research_integrityconsensus · none
1
citations
affunlabeled
The Work-Life Balance Machine
2023· article· en· International Journal of Business and Management· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Guest editorial: Motherhood, work and the politics of care
Isabella Krysa, Mariana I. Paludi, Liela A. Jamjoom, Marke Kivijärvi
2024· editorial· en· Equality Diversity and Inclusion An International Journal· Social Sciences
distilled prediction:candidate · sts+open_scienceconsensus · none
1
citations
affunlabeled
A Theory of Aberrant Work-Life Navigation
Matthew B. Perrigino, Ariane Ollier‐Malaterre, Marcello Russo
2025· article· en· Human Relations· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Relatos de vivências de mães em home office durante a pandemia
Danielle de Araújo Bispo, Luciana Holanda Nepomuceno, Elisabete Stradiotto Siqueira, Liana Holanda Nepomuceno Nobre
2023· article· pt· Revista de Gestão e Secretariado (Management and Administrative Professional Review)· Social Sciences
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
1
citations

How this was built: Screen · Findings · About