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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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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.

2,340 results · 1 filter active ·
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20092025
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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.
2,340 works in the cohort · of 4,299,418page 4 of 47

Labels cover 11 of 2,340 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 2,340 of 2,340 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Big Data Privacy in Smart Farming: A Review
Mohammad Amiri-Zarandi, Rozita Dara, Emily Duncan, Evan Fraser
2022· review· en· Sustainability· Computer Science
distilled prediction:candidate · metaepi_narrow+open_scienceconsensus · open_science
78
citations
afffundgemma · no categorygpt · no categorymodels split
Pulp and Paper Mill Fly Ash: A Review
Chinchu Cherian, Sumi Siddiqua
2019· review· en· Sustainability· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
74
citations
affunlabeled
A Research Roadmap for Sustainable Design Methods and Tools
Jeremy Faludi, Steven Hoffenson, Sze Yin Kwok, Michael Saidani, Sophie I. Hallstedt, Cassandra Telenko +1 more
2020· article· en· Sustainability· Engineering
distilled prediction:candidate · metaresearchconsensus · none
72
citations
affunlabeled
A Contemporary Review on Deep Learning Models for Drought Prediction
Amogh Gyaneshwar, Anirudh Mishra, Utkarsh Chadha, P. M. Durai Raj Vincent, V. Rajinikanth, Ganapathy Pattukandan Ganapathy +1 more
2023· review· en· Sustainability· Environmental Science
distilled prediction:candidate · metaepi_narrowconsensus · none
72
citations
affunlabeled
Governance Challenges in an Eastern Indonesian Forest Landscape
Rebecca Anne Riggs, James Douglas Langston, Chris Margules, Agni Klintuni Boedhihartono, Han Lim, Dwi Novita Sari +2 more
2018· article· en· Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
71
citations
affunlabeled
Strategies to Reduce Food Loss in the Global South
Krishna Bahadur KC, Iftekharul Haque, Alexander Legwegoh, Evan Fraser
2016· article· en· Sustainability· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
70
citations

How this was built: Screen · Findings · About