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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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Teaching and Learning Programming
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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.

980 results · 1 filter active ·
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20002025
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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.
980 works in the cohort · of 4,299,418page 3 of 20

Labels cover 2 of 980 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 980 of 980 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Striving for mathematical thinking
2001· article· en· ACM SIGCSE Bulletin· Computer Science
distilled prediction:candidate · noneconsensus · none
26
citations
affunlabeled
Creativity in CS1: A Literature Review
2021· review· en· ACM Transactions on Computing Education· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
25
citations
affunlabeled
CS girls rock
2003· article· en· ACM SIGCSE Bulletin· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
25
citations
affaboutunlabeled
Curing recursion aversion
2009· article· en· Computer Science
distilled prediction:candidate · noneconsensus · none
23
citations
affunlabeled
Visual Programming Languages
2008· other· en· Wiley Encyclopedia of Computer Science and Engineering· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
22
citations
affunlabeled
Self-paced Mastery Learning CS1
2019· article· en· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
22
citations
affunlabeled
Student difficulties with pointer concepts in C
2016· article· en· Proceedings of the Australasian Computer Science Week Multiconference· Computer Science
distilled prediction:candidate · noneconsensus · none
21
citations
affaboutunlabeled
Crossroads for Canadian CS enrollment
2008· article· en· Communications of the ACM· Computer Science
distilled prediction:candidate · open_scienceconsensus · none
20
citations
affunlabeled
Tracing vs. Writing Code
2018· article· en· Computer Science
distilled prediction:candidate · noneconsensus · none
20
citations
fundno affunlabeled
Becoming experts
2013· article· en· Computer Science
distilled prediction:candidate · noneconsensus · none
19
citations
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