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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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Educational Games and Gamification
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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
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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.

1,648 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.
1,648 works in the cohort · of 4,299,418page 4 of 33

Labels cover 5 of 1,648 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 1,648 of 1,648 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
A Good Reason to Die
Serge Petralito, Florian Brühlmann, Glena H. Iten, Elisa D. Mekler, Klaus Opwis
2017· article· en· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
41
citations
affunlabeled
Educational Analytics
Cathy Roche, Nancy P. Wingo, Andrew O. Westfall, Andrés Azuero, Donald M. Dempsey, James H. Willig
2018· article· en· CIN Computers Informatics Nursing· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
40
citations
affunlabeled
You escaped! How did you learn during gameplay?
Alice Veldkamp, Johanna Rebecca Niese, Martijn Heuvelmans, Marie‐Christine P. J. Knippels, Wouter van Joolingen
2022· article· en· British Journal of Educational Technology· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
39
citations
affunlabeled
Computer games are serious business and so is their quality
Ronnie E. S. Santos, Cleyton Magalhães, Luiz Fernando Capretz, Jorge S. Correia-Neto, Fábio Q. B. da Silva, Abdelrahman Saher
2018· preprint· en· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
38
citations
affno abstractunlabeled
How Personalization Affects Motivation in Gamified Review Assessments
Luiz Rodrigues, Paula T. Palomino, Armando M. Toda, Ana Carolina Tomé Klock, Marcela Pessoa, Filipe Dwan Pereira +5 more
2023· article· en· International Journal of Artificial Intelligence in Education· Psychology
distilled prediction:candidate · noneconsensus · none
38
citations
affunlabeled
Press Pause when you Play
Colby Johanson, Carl Gutwin, Jason T. Bowey, Regan L. Mandryk
2019· article· en· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
37
citations
affunlabeled
Serious games: video games for good?
Kathy Sanford, Lisa J. Starr, Liz Merkel, Sarah Bonsor Kurki
2015· article· en· E-Learning and Digital Media· Psychology
distilled prediction:candidate · noneconsensus · none
37
citations
afffundunlabeled
Engaged by boos and cheers
Dennis L. Kappen, Pejman Mirza-Babaei, Jens Johannsmeier, Daniel Buckstein, James Robb, Lennart E. Nacke
2014· article· en· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
37
citations
affno abstractunlabeled
Problem-Based Learning in Teacher Education
Margot Filipenko, Jo-Anne Naslund
2015· book· en· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
36
citations
affunlabeled
Emergent dialogue
Alissa N. Antle, Jillian L. Warren, Aaron May, Min Fan, Alyssa Friend Wise
2014· article· en· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
36
citations
afffundno abstractunlabeled
Gameful Design Heuristics: A Gamification Inspection Tool
Gustavo F. Tondello, Dennis L. Kappen, Marim Ganaba, Lennart E. Nacke
2019· book-chapter· en· Lecture notes in computer science· Psychology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
35
citations
affvenueunlabeled
Digital Games for Education: When Meanings Play
Suzanne de Castell, Jennifer Jenson
2011· article· en· Intermédialités Histoire et théorie des arts des lettres et des techniques· Psychology
distilled prediction:candidate · metaepi_narrowconsensus · none
34
citations

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