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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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Water Air & Soil Pollution
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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.

531 results · 1 filter active ·
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20002025
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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.
531 works in the cohort · of 4,299,418page 10 of 11

Labels cover 1 of 531 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 531 of 531 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
A Global Environmental Person
J. T. Trevors, Milton H. Saier
2006· article· en· Water Air & Soil Pollution· Arts and Humanities
machine prediction:candidate · noneconsensus · none
3
citations
affno abstractunlabeled
We Live and We Die
J. T. Trevors, Milton H. Saier
2008· article· en· Water Air & Soil Pollution· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Survival of the Fattest
Milton H. Saier, J. T. Trevors
2009· article· en· Water Air & Soil Pollution· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
The Nature Connection
J. T. Trevors, Milton H. Saier
2008· article· en· Water Air & Soil Pollution· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Global Pollution: How Much Is Too Much?
J. T. Trevors, Milton H. Saier
2009· article· en· Water Air & Soil Pollution· Energy
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
The Big Biosphere Experiment
J. T. Trevors, E. Natasha Stavros, Milton H. Saier
2007· article· en· Water Air & Soil Pollution· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
The Oldest Organisms in our Common Biosphere
J. T. Trevors
2006· article· en· Water Air & Soil Pollution· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
The Failures of Some Will Affect All
J. T. Trevors, Milton H. Saier
2009· article· en· Water Air & Soil Pollution· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Slum Cities: Cities Within Cities
J. T. Trevors, Milton H. Saier
2006· article· en· Water Air & Soil Pollution· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Editorial
Laurent Philippot, J. T. Trevors
2009· editorial· en· Water Air & Soil Pollution
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
The Cure for Our Global Problems
J. T. Trevors, Milton H. Saier
2009· article· en· Water Air & Soil Pollution· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Regulation of Pollution
J. T. Trevors, Milton H. Saier
2007· article· en· Water Air & Soil Pollution· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Editorial: Research: Why is it done?
J. T. Trevors
2004· editorial· en· Water Air & Soil Pollution· Decision Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affaboutno abstractunlabeled
First Nations/Indigenous People's Wisdom
Milton H. Saier, J. T. Trevors
2008· article· en· Water Air & Soil Pollution· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Occam’s Razor and Human Society
J. T. Trevors, Milton H. Saier
2008· article· en· Water Air & Soil Pollution· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Industry Versus Humanity
Milton H. Saier, J. T. Trevors
2007· article· en· Water Air & Soil Pollution· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Mathematics: The Basis for Quantitative Knowledge
J. T. Trevors, Milton H. Saier
2009· article· en· Water Air & Soil Pollution· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About