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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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Impact of Light on Environment and Health
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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.

592 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.
592 works in the cohort · of 4,299,418page 1 of 12

Labels cover 1 of 592 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 592 of 592 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Light pollution is a driver of insect declines
Avalon C. S. Owens, Précillia Cochard, Joanna Durrant, Bridgette Farnworth, Elizabeth K. Perkin, Brett Seymoure
2019· article· en· Biological Conservation· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
406
citations
affno abstractunlabeled
Measuring night sky brightness: methods and challenges
Andreas Hänel, Thomas Posch, Salvador J. Ribas, Martin Aubé, Dan M. Duriscoe, Andreas Jechow +7 more
2017· article· en· Journal of Quantitative Spectroscopy and Radiative Transfer· Environmental Science
distilled prediction:candidate · noneconsensus · none
288
citations
affunlabeled
Worldwide variations in artificial skyglow
Christopher C. M. Kyba, Kai Pong Tong, Jonathan Bennie, I. Birriel, Jennifer Birriel, Andrew Cool +37 more
2015· article· en· Scientific Reports· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
199
citations
afffundunlabeled
Effect of Distance on the Power Density from Two Light Guides
Richard Bengt Price, T Dérand, Mary Sedarous, Pantelis Andreou, Robert W. Loney
2000· article· en· Journal of Esthetic and Restorative Dentistry· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
127
citations
affunlabeled
Sky Quality Meter measurements in a colour-changing world
Alejandro Sánchez de Miguel, Martin Aubé, J. Zamorano, Miroslav Kocifaj, Johanne Roby, Carlos Tapia
2017· article· en· Monthly Notices of the Royal Astronomical Society· Environmental Science
distilled prediction:candidate · noneconsensus · none
126
citations
affno abstractunlabeled
Monitoring, trends and impacts of light pollution
Hector Linares, Ángela Abascal, Tobias Degen, Martin Aubé, B. R. Espey, G. Gyuk +7 more
2024· review· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
72
citations
affunlabeled
Artificial light as a disturbance to light‐naïve streams
Elizabeth K. Perkin, Franz Hölker, Klement Tockner, John S. Richardson
2014· article· en· Freshwater Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
62
citations

How this was built: Screen · Findings · About