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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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Sustainability Nexus Forum
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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
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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.

12 results · 1 filter active ·
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20242025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
12 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 12 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 12 of 12 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Advancing the resource nexus concept for research and practice
Floor Brouwer, Serena Caucci, Daniel Karthe, Sabrina Kirschke, Kaveh Madani, Andréa Mueller +2 more
2024· article· en· Sustainability Nexus Forum· Environmental Science
distilled prediction:candidate · noneconsensus · none
48
citations
afffundunlabeled
Sustainability Nexus AID: landslides and land subsidence
Mahdi Motagh, Shagun Garg, Francesca Cigna, Pietro Teatini, Alok Bhardwaj, Mir A. Matin +2 more
2024· article· en· Sustainability Nexus Forum· Environmental Science
distilled prediction:candidate · metaepi_narrowconsensus · none
6
citations
afffundunlabeled
Sustainability Nexus AID: storms
Simon Michael Papalexiou, Giuseppe Mascaro, Angeline G. Pendergrass, Antonios Mamalakis, Mariana Madruga de Brito, Konstantinos M. Andreadis +10 more
2025· article· en· Sustainability Nexus Forum· Social Sciences
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
6
citations
afffundunlabeled
Sustainability Nexus AID: soil health
Nima Shokri, Milad Aminzadeh, Markus Flury, Yan Jin, Mir A. Matin, Panos Panagos +7 more
2025· article· en· Sustainability Nexus Forum· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
4
citations
affno abstractunlabeled
Sustainability Nexus AID: biological invasions
Philipp Robeck, Lior Blank, Mark van Kleunen, A.O. Ayeni, Martín A. Núñez, O. Adewale Osipitan +4 more
2024· article· en· Sustainability Nexus Forum· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
4
citations
affunlabeled
Sustainability nexus AID: infrastructure resilience
Tohid Erfani, Mohammad Mortazavi Naeini, Edoardo Borgomeo, Mehrnaz Anvari, Anthony Hurford, Rasool Erfani +3 more
2024· article· en· Sustainability Nexus Forum· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
3
citations
afffundno abstractunlabeled
Sustainability nexus analytics, informatics, and data (AID): Drought
Laurie S. Huning, Sayed M. Bateni, Michael J. Hayes, Sarah Ho, Susantha Jayasinghe, Rohini Kumar +22 more
2024· article· en· Sustainability Nexus Forum· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
3
citations
affno abstractunlabeled
Sustainability Nexus AID: groundwater
Mohamad Reza Soltanian, Farzad Moeini, Zhenxue Dai, Audrey H. Sawyer, Jan H. Fleckenstein, John F. Doherty +17 more
2024· article· en· Sustainability Nexus Forum· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affno abstractunlabeled
Erratum: Advancing the resource nexus concept for research and practice
Floor Brouwer, Serena Caucci, Daniel Karthe, Sabrina Kirschke, Kaveh Madani, Andréa Mueller +2 more
2024· erratum· en· Sustainability Nexus Forum· Engineering
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrityconsensus · none
1
citations
affno abstractunlabeled
Sustainability Nexus AID: wildfire
Sayed M. Bateni, Fatemeh Rezaie, Trang Thi Kieu Tran, Changhyun Jun, Essam Heggy, Jason C. Knievel +5 more
2025· article· en· Sustainability Nexus Forum· Environmental Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations

How this was built: Screen · Findings · About