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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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Journal of Industrial Ecology
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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.

166 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.
166 works in the cohort · of 4,299,418page 3 of 4

Labels cover 1 of 166 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 166 of 166 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Avoiding investment in fossil fuel assets
Christopher Kennedy, Martin R. Sers, Michael Westphal
2023· article· en· Journal of Industrial Ecology· Energy
distilled prediction:candidate · noneconsensus · none
15
citations
affno abstractunlabeled
Energy and capital
Christopher Kennedy
2020· article· en· Journal of Industrial Ecology· Energy
distilled prediction:candidate · noneconsensus · none
14
citations
affaboutno abstractunlabeled
Response to Weinzettel
Nathan Pelletier, Peter Tyedmers
2012· article· en· Journal of Industrial Ecology· Engineering
distilled prediction:candidate · noneconsensus · none
11
citations
affno abstractunlabeled
Data innovation in industrial ecology
Guillaume Majeau‐Bettez, Jean‐Marc Frayret, Anu Ramaswami, Yang Li, Niko Heeren
2022· article· en· Journal of Industrial Ecology· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
8
citations
aboutno affno abstractunlabeled
Canadian Extended Producer Responsibility Programs
Duncan R.W. Bury
2013· article· en· Journal of Industrial Ecology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
7
citations
affunlabeled
Tipping points toward sustainability: The role of industrial ecology
Claudia R. Binder, Aristide Athanassiadis, David Bristow, Helmut Haberl, Christopher Kennedy
2025· article· en· Journal of Industrial Ecology· Engineering
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrityconsensus · research_integrity
6
citations
affaboutno abstractunlabeled
The Energy Structure of the Canadian Economy
Christopher Kennedy, Christian Bachmann
2016· article· en· Journal of Industrial Ecology· Energy
distilled prediction:candidate · noneconsensus · none
6
citations
affno abstractunlabeled
Think Global; Shop Local; Roll Your Own
Roland Clift
2001· article· en· Journal of Industrial Ecology· Engineering
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
4
citations
aboutno affno abstractunlabeled
Life Cycle Thinking in Canada
Sandra Estrela
2011· article· en· Journal of Industrial Ecology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations

How this was built: Screen · Findings · About