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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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Persona Design and Applications
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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.

233 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.
233 works in the cohort · of 4,299,418page 3 of 5

Labels cover 0 of 233 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 233 of 233 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.

affno abstractunlabeled
Developing Personas based on Physiological Measures
Vanessa Georges, François Courtemanche, Marc Frédette, Pierre‐Majorique Léger, Sylvain Sénécal
2018· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
2
citations
afffundunlabeled
Auto Generating APA Persona: A Proposal
Ireti Fakinlede, Vive Kumar, Dunwei Wen, Sabine Graf
2013· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Towards Security-Focused Developer Personas
Christos Karanassios, Hilda Hadan, Leah Zhang-Kennedy, Hala Assal
2024· article· en· Nordic Conference on Human-Computer Interaction· Computer Science
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Empathetic and Emotive Design Heuristics
Elizabeth M. Borycki, Ryan Kletke, Claire le Nobel, Georgia McWilliams, Sandy Whitehouse, André Kushniruk
2024· article· en· Studies in health technology and informatics· Computer Science
machine prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
Superhuman Sports Games in Laval Virtual
Ryoichi Ando, Mai Orikasa, Minato Takeda, Hirohiko Hayakawa, Kosuke Sato, Isao Uebayashi +2 more
2018· article· en· EPiC series in engineering· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Creating AI Persona
Gulnara Z. Karimova
2025· book-chapter· en· SpringerBriefs in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
afffundunlabeled
Communicating Patient Health Data: A Wicked Problem
Fateme Rajabiyazdi, Charles Périn, Lora Oehlberg, Sheelagh Carpendale
2021· preprint· en· IEEE Computer Graphics and Applications· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Persona
Adriana Braun, Rossana Baptista Queiroz, WonSook Lee, Bruno Feijó, Soraia Raupp Musse
2018· article· en· Computers in entertainment· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
affvenueunlabeled
Developing an Open, Networked Peer Review System
Nina Belojevic
2015· article· en· Scholarly and Research Communication· Computer Science
machine prediction:candidate · metaresearch+scholarly_communicationconsensus · none
1
citations
affunlabeled
Integrating design thinking into dental education
Supachai Chuenjitwongsa, Lisa Amir, Abbas Jessani, Lakshman P. Samaranayake, Thanaphum Osathanon
2025· review· en· Frontiers in Oral Health· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
WISETales
Zina Sahib, Julita Vassileva
2009· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About