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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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Innovative Approaches in Technology and Social Development
Retraction
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Study design
Label agreement
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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.

989 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.
989 works in the cohort · of 4,299,418page 7 of 20

Labels cover 5 of 989 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 989 of 989 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affaboutno abstractunlabeled
Breakthroughs and emerging insights from ongoing design science projects: Research-in-progress papers and poster presentations from the 11th international conference on design science research in information systems and technology (DESRIST) 2016. St. John, Newfoundland, Canada, May 23-25
Jeffrey Parsons, Tuure Tuunanen, John Venable, Markus Helfert, Brian Donnellan, Jim Kenneally
2016· article· en· Design Science Research in Information Systems and Technology· Business, Management and Accounting
distilled prediction:candidate · sts+scholarly_communicationconsensus · sts
5
citations
affaboutunlabeled
Editorial: Smart Cities and Regions
Chris McPhee, Taina Tukiainen, Seppo Leminen, Mika Westerlund
2016· editorial· en· Theseus (Ammattikorkeakoulujen)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
5
citations
affvenueaboutunlabeled
Internet Connectivity: A Churchill, Manitoba Case Study
Susannah Cameron, Robert Annis, John Everitt
2005· article· en· Journal of rural and community development· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
5
citations
venueno affunlabeled
A Review of New Zealands Digital Strategy
Andy Williamson
2005· review· en· The Journal of Community Informatics· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
5
citations
affno abstractunlabeled
Ecologies of Practice
Brandy Yee, Anne Sliwka, Matti Rautiainen
2018· book-chapter· en· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
5
citations
affunlabeled
Les living labs : une perspective territoriale
Juan‐Luis Klein, Bernard Pecqueur
2020· preprint· fr· HAL (Le Centre pour la Communication Scientifique Directe)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
5
citations
aboutno affunlabeled
Editorial : Innovation in Living Labs
Chris McPhee, Dmitri Schuurman, Pieter Ballon, Seppo Leminen, Mika Westerlund
2017· article· en· Åbo Akademi University Research Portal· Business, Management and Accounting
distilled prediction:candidate · stsconsensus · none
4
citations
venueno affunlabeled
Q&A. What Are Living Labs?
Seppo Leminen
2015· article· en· Technology Innovation Management Review· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
4
citations
aboutno affunlabeled
Relating Systems Thinking and Design III
Jodi Forlizzi, Birger Sevaldson, Alex Ryan
2017· article· en· FormAkademisk - forskningstidsskrift for design og designdidaktikk· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communicationconsensus · none
4
citations
affunlabeled
Co-Producing AI: Toward an Augmented, Participatory Lifecycle
Rashid Mushkani, Hugo Berard, Toumadher Ammar, Cassandre Chatonnier, Shin Alexandre Koseki
2025· article· en· Proceedings of the AAAI/ACM Conference on AI Ethics and Society· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
4
citations
aboutno affunlabeled
Open Sourcing Social Change: Inside the Constellation Model
Tonya Surman, Mark Surman
2008· article· en· DOAJ (DOAJ: Directory of Open Access Journals)· Business, Management and Accounting
distilled prediction:candidate · sts+scholarly_communication+insufficient_payloadconsensus · none
4
citations
affunlabeled
'Everything in the forest is the forest'
Roy Bendor, Lisa P. Nathan, Matthew Louis Mauriello, Oliver Bates
2021· article· en· interactions· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
4
citations
venueno affunlabeled
Overcoming Barriers to Experimentation in Business-to-Business Living Labs
Ruben D’Hauwers, Aron-Levi Herregodts, Annabel Georges, Lynn Coorevits, Dimitri Schuurman, Olivier Rits +1 more
2017· article· en· Technology Innovation Management Review· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
4
citations
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