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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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Ethics and Social Impacts of AI
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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.

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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.

1,449 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.
1,449 works in the cohort · of 4,299,418page 19 of 29

Labels cover 12 of 1,449 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 1,449 of 1,449 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.

affgemma · open_sciencegpt · no categorymodels split
OER for Ethics and Computing Open Access Collection
Ariana Cuvin, Robert B. Schnabel, Olivier St-Cyr
2023· book· en· ACM eBooks· Social Sciences
machine prediction:candidate · open_science+insufficient_payloadconsensus · none
0
citations
affunlabeled
WCN24-1166 THE DISASSEMBLE PROJECT: AUTOPSY OF A DIALYSIS MACHINE
Giorgina Barbara Piccoli, Lavinia Bianco, Zeyad Elsalhy, Ajla Grozdanic, Hana Grozdanic, Anastasia Vladimira Sizov +5 more
2024· article· en· Kidney International Reports· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Autonomy in AI and other Artificial Agents
Paul Dumouchel
2024· article· en· Online Journal of Robotics & Automation Technology· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Research Agenda for Sociotechnical Approaches to AI Safety
Samuel M. Curtis, Ravi Iyer, Cameron Domenico Kirk‐Giannini, Victoria Krakovna, David Krueger, Nathan Lambert +7 more
2025· preprint· en· SSRN Electronic Journal· Social Sciences
machine prediction:candidate · stsconsensus · none
0
citations
affno abstractunlabeled
AIs and Institutional Administrators
Eike-Henner W. Kluge
2024· book-chapter· en· ˜The œInternational library of ethics, law and technology· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Entangling AI and Expertise at Work: Tales From the Field
Anand Bhardwaj, Tomislav Karačić, Eivor Oborn, Elmira van den Broek, Marleen Huysman, Michael Barrett +2 more
2024· article· en· Academy of Management Proceedings· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Robot Ethics
2024· book-chapter· en· Cambridge University Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Open Justice Ontology (OJO)
F. O Ribeiro
2025· article· Zenodo (CERN European Organization for Nuclear Research)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
The Trial of Superdebthunterbot
Helen Knowles
2023· article· en· Afterimage· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Guest Editorial: Operationalizing Responsible AI
Qinghua Lu, Apostol Vassilev, Jun Zhu, Foutse Khomh
2025· editorial· en· IEEE Transactions on Artificial Intelligence· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Minds and Machines: Expertise in an Age of Intelligent Machines
Sienna Helena S. Parker, B. A. Lepine, Melissa Valentine, Callen Anthony, Sarah Lebovitz, Emmanouil Gkeredakis +3 more
2024· article· en· Academy of Management Proceedings· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Artificial Intelligence in Autonomous Vehicles
Niel Sanghvi, Niev Sanghvi, Naman Sanghvi, Anish Porwal, Arnav Chorbele, Nellay Rawalh
2024· article· Zenodo (CERN European Organization for Nuclear Research)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Artificial Intelligence in Autonomous Vehicles
Niel Sanghvi, Niev Sanghvi, Naman Sanghvi, Anish Porwal, Arnav Chorbele, Nellay Rawalh
2024· article· Zenodo (CERN European Organization for Nuclear Research)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Open Justice Ontology (OJO)
Felipe Ribeiro
2025· article· Zenodo (CERN European Organization for Nuclear Research)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About