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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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Imagining SoTL
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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.

61 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.
61 works in the cohort · of 4,299,418page 1 of 2

Labels cover 1 of 61 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 61 of 61 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affvenueaboutunlabeled
Packing up the Big Tent
2022· article· en· Imagining SoTL· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
4
citations
affvenueunlabeled
Student Engagement in Concept Mapping
2022· article· en· Imagining SoTL· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
3
citations
affvenueunlabeled
Power, Voice and Positionality
2021· article· en· Imagining SoTL· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
affvenuegemma · no categorygpt · no categorymodels split
Connections in a Liminal Space
2025· article· en· Imagining SoTL· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
affvenueunlabeled
And so it happens
2024· article· en· Imagining SoTL· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affvenueaboutunlabeled
Transformative Pathways:
2025· article· en· Imagining SoTL· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
On Popup Poetry
2023· article· en· Imagining SoTL· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
affvenueunlabeled
Good Beginnings: Launching Imagining SoTL
2021· article· en· Imagining SoTL· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
0
citations
affvenueunlabeled
Looking Back/Looking Forward
2022· article· en· Imagining SoTL· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
0
citations
affvenueunlabeled
The Reluctant Participant
2025· article· en· Imagining SoTL· Social Sciences
distilled prediction:candidate · stsconsensus · none
0
citations
affvenueunlabeled
The Word: What's in It?
2023· article· en· Imagining SoTL· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
SoTL in 60: Session 10
2025· article· en· Imagining SoTL· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
Editorial 4(1)
2024· article· en· Imagining SoTL· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
venueaboutno affunlabeled
Editorial 4(2)
2024· article· en· Imagining SoTL· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affvenueunlabeled
Editorial
2022· editorial· en· Imagining SoTL· Social Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · none
0
citations
affvenueunlabeled
Editorial: Volume 3(2)
2023· editorial· en· Imagining SoTL· Social Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+insufficient_payloadconsensus · none
0
citations
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