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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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Innovative Approaches in Technology and Social Development
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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 14 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.

affunlabeled
Towards a Living Labs research agenda
2025· article· en· Ghent University Academic Bibliography (Ghent University)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+bibliometrics+stsconsensus · bibliometrics
0
citations
aboutno affunlabeled
Designing between borders
Katja Rimmi, Jonathan S. Rath, Lynn Shade
2004· article· en· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Living labs: The case of point-of-care ultrasound education
Adam Dubrowski, Brian L. Metcalfe, Mike Parsons, Tia Renouf, Peter Rogers, Gillian Sheppard +4 more
2015· article· en· The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Constructive controversy, creativity, and innovation
David W. Johnson
2015· book-chapter· en· Cambridge University Press eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Engineer to adapt
David S.‐K. Ting, Jacqueline A. Stagner
2025· book-chapter· en· Elsevier eBooks· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affvenueunlabeled
Editorial: Service and Innovation (May 2014)
Chris McPhee, Risto Rajala, Marja Toivonen, Mika Westerlund
2014· editorial· en· Technology Innovation Management Review· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+bibliometrics+research_integrity+insufficient_payloadconsensus · none
0
citations
affvenueunlabeled
Editorial: Innovation in Living Labs (February 2017)
Chris McPhee, Seppo Leminen, Mika Westerlund, Dimitri Schuurman, Pieter Ballon
2017· editorial· en· Technology Innovation Management Review· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
0
citations
venueaboutno affunlabeled
Editorial: Local Open Innovation (March 2013)
Chris McPhee, Christophe Deutsch
2013· editorial· en· Technology Innovation Management Review· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+bibliometrics+research_integrity+insufficient_payloadconsensus · research_integrity
0
citations
venueaboutno affunlabeled
Editorial: Local Open Innovation (March 2013)
Chris McPhee, Christophe Deutsch
2013· editorial· en· Technology Innovation Management Review· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+bibliometrics+research_integrity+insufficient_payloadconsensus · research_integrity
0
citations
venueno affunlabeled
Editorial: Social Innovation (July 2012)
Chris McPhee, Stephen Huddart
2012· editorial· en· Technology Innovation Management Review· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+bibliometrics+research_integrity+insufficient_payloadconsensus · research_integrity
0
citations
aboutno affunlabeled
Introduction to the Workshop
P. Balsari
2015· article· en· Federal Research Centre for Cultivated Plants (Julius Kühn-Institut)· Business, Management and Accounting
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
0
citations
affvenueaboutunlabeled
Editorial: Living Labs and Crowdsourcing (December 2013)
Chris McPhee, Mika Westerlund, Seppo Leminen
2013· editorial· en· Technology Innovation Management Review· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
0
citations
affaboutunlabeled
Youth knowledge mobilization: Reflections on theory and practice
Jennifer Thompson, Sarah Fraser, Véronique Dupéré, Nancy Beauregard, Isabelle Archambault, Josée Lapalme +1 more
2025· article· en· Gateways International Journal of Community Research and Engagement· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
0
citations
venueno affno abstractunlabeled
Q&A. What lessons can "green" computing learn from open source?
Venkat Mangudi
2009· article· en· ˜The œopen source business resource· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_scienceconsensus · none
0
citations
affunlabeled
Smart-Akis Policy Gaps And Briefs
2018· article· en· Zenodo (CERN European Organization for Nuclear Research)· Business, Management and Accounting
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Réseau francophone des living labs
Brigitte Trousse
2016· preprint· fr· HAL (Le Centre pour la Communication Scientifique Directe)· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Smart-Akis Policy Gaps And Briefs
2018· article· en· Zenodo (CERN European Organization for Nuclear Research)· Business, Management and Accounting
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Demo hour
Anke Brock, Philippe Truillet, Bernard Oriola, Delphine Picard, Christophe Jouffrais, Götz Wintergerst +10 more
2013· article· en· interactions· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Cities, Innovation, and the Future
Langdong Morris
2015· article· en· International management review· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
Relational Technology: A Methodology to Work for the Land
Paula Rodrigues Affonso Alves, Kari Zacharias, Jillian Seniuk Cicek
2025· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
Editorial: Insights
2021· article· en· Technology Innovation Management Review· Business, Management and Accounting
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
venueno affunlabeled
Designing Development Work for Greater Outcomes
Emily Roush-Elliott
2014· article· en· Bridges Conversations in Global Politics and Public Policy· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
0
citations

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