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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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Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)
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Retraction
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Study design
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Label status

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
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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.

224 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.
224 works in the cohort · of 4,299,418page 4 of 5

Labels cover 1 of 224 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 224 of 224 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.

aboutno affunlabeled
Scottish Business Monitor : Q4 2022
2023· other· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Review of Scottish business surveys [March 2013]
Cliff Lockyer, Eleanor Malloy
2013· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Scottish Chambers' Business Survey [December 2003]
Cliff Lockyer, Eleanor Malloy
2003· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Overview of the labour market [September 2001]
Richard L. Marsh, Brian Ashcroft
2001· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Scottish Chambers' Business Survey [May 2001]
Cliff Lockyer, Eleanor Malloy
2001· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Scottish chambers' business survey [January 2001]
Cliff Lockyer, Brian Ashcroft
2001· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Scottish Business Monitor : 2023 Q2
2023· other· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Scottish Business Monitor, 2024 Q2
2024· other· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Overview of the labour market [February 2005]
Grant Allan
2005· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Post crisis conditions of work and employment in Indian BPO
Philip Taylor, Chandrima Roy
2015· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Performing theories, transforming organizations
Luciana D’Adderio, Vern Glaser, Neil Pollock
2018· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Code-switching corpora : the state of the art
Margaret Deuchar, Peredur Davies, Jon Herring, M. Carmen Parafita Couto, Diana Carter
2013· book-chapter· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Overview of the labour market [June 2006]
Grant Allan
2006· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Uncovering electronic cigarette shops 'retail kinship' strategies
Michael Marck, Séan Ennis, Barbara Caemmerer
2017· book-chapter· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Medicine
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Mobile learning pedagogies : panel discussion
Aga Palalas, David Parsons, Stavros A. Nikou, Selwyn Rudolfo
2021· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
Corporate ownership and control in Victorian Britain
Graeme G. Acheson, Gareth Campbell, John D. Turner, Nadia Vanteeva
2014· preprint· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
A possible solution to the Lyman/Balmer line problem in hot DA white dwarfs
S. P. Preval, M. A. Barstow, N. R. Badnell, J. B. Holberg, I. Hubený
2015· book-chapter· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
The UK economy [September 2001]
John R. Ireland
2001· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Forecasts of the Scottish economy [February 2010]
Grant Allan
2010· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
fundno affgemma · metaresearch+research_integritygpt · metaresearch+research_integritymodels agree
Do You Know Who You’re Talking To? Methodological Reflections on Maintaining Inclusivity and Research Integrity When Responding to Inauthentic Encounters in Online Qualitative Research
2025· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Social Sciences
machine prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
0
citations
affunlabeled
Methods and risks of textual steganography
George R. S. Weir, Patrick Neal
2016· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Calibration and validation of a combustion cogeneration model
Alex Ferguson, Nick Kelly, Brent Griffith, Andreas Weber⋆
2008· article· en· Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)· Engineering
machine prediction:candidate · noneconsensus · none
0
citations

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