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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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Per- and polyfluoroalkyl substances research
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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.

1,497 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.
1,497 works in the cohort · of 4,299,418page 1 of 30

Labels cover 1 of 1,497 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 1,497 of 1,497 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affaboutunlabeled
A New OECD Definition for Per- and Polyfluoroalkyl Substances
Zhanyun Wang, Andreas M. Buser, Ian T. Cousins, Silvia Demattio, Wiebke Drost, Olof Johansson +6 more
2021· article· en· Environmental Science & Technology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
512
citations
fundno affunlabeled
Estimating Consumer Exposure to PFOS and PFOA
David Trudel, Lea Horowitz, Matthias Wormuth, Martin Scheringer, Ian T. Cousins, Konrad Hungerbühler
2008· article· en· Risk Analysis· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
511
citations
affaboutunlabeled
Perfluoroalkyl Contaminants in a Food Web from Lake Ontario
Jonathan W. Martin, D. Michael Whittle, Derek C. G. Muir, Scott A. Mabury
2004· article· en· Environmental Science & Technology· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · insufficient_payload
505
citations
aboutno affunlabeled
Accumulation of Perfluorooctane Sulfonate in Marine Mammals
Kurunthachalam Kannan, Jaana Koistinen, Kimberlee B. Beckmen, Thomas J. Evans, Jay F. Gorzelany, Kris Hansen +4 more
2001· article· en· Environmental Science & Technology· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
492
citations
afffundno abstractunlabeled
PFAS removal by ion exchange resins: A review
Fuhar Dixit, Rahul Dutta, Benoît Barbeau, Pierre R. Bérubé, Madjid Mohseni
2021· review· en· Chemosphere· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
402
citations
affunlabeled
Revisiting Bioaccumulation Criteria for POPs and PBT Assessments
Frank A. P. C. Gobas, Watze de Wolf, Lawrence P. Burkhard, Eric Verbruggen, Kathleen P. Plotzke
2009· article· en· Integrated Environmental Assessment and Management· Environmental Science
distilled prediction:candidate · noneconsensus · none
402
citations
afffundunlabeled
Fluorinated Organic Compounds in an Eastern Arctic Marine Food Web
Gregg T. Tomy, Wes R. Budakowski, Thor Halldorson, Paul A. Helm, Gary A. Stern, Ken J. Friesen +3 more
2004· article· en· Environmental Science & Technology· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
381
citations
affaboutunlabeled
Perfluorinated Chemicals in the Arctic Atmosphere
Mahiba Shoeib, Tom Harner, Penny Vlahos
2006· article· en· Environmental Science & Technology· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
312
citations
afffundunlabeled
Atmospheric Chemistry of<i>N</i>-methyl Perfluorobutane Sulfonamidoethanol, C<sub>4</sub>F<sub>9</sub>SO<sub>2</sub>N(CH<sub>3</sub>)CH<sub>2</sub>CH<sub>2</sub>OH:  Kinetics and Mechanism of Reaction with OH
Jessica C. D’eon, M. D. Hurley, Timothy J. Wallington, Scott A. Mabury
2006· article· en· Environmental Science & Technology· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+research_integrityconsensus · metaepi_narrow+sts+research_integrity
297
citations

How this was built: Screen · Findings · About