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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.

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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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Filtration Industry Analyst
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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.

161 results · 1 filter active ·
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20002022
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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.
161 works in the cohort · of 4,299,418page 3 of 4

Labels cover 0 of 161 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 161 of 161 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.

aboutno affunlabeled
StormwateRx joins Newterra portfolio
2019· article· en· Filtration Industry Analyst· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Ovivo buys FilterBoxx
2018· article· en· Filtration Industry Analyst· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Mergers & Acquisitions Review 2009
2010· article· en· Filtration Industry Analyst· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
XPV Water Partners invests in Holland Pump
2019· article· en· Filtration Industry Analyst· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Suez completes GE Water acquisition
2017· article· en· Filtration Industry Analyst· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Lydall buys Texel
2016· article· en· Filtration Industry Analyst· Medicine
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affno abstractunlabeled
H2O Innovation, Canada
2018· article· en· Filtration Industry Analyst· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Ovivo divests UK municipal business
2015· article· en· Filtration Industry Analyst· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
GLV Inc, Canada
2013· article· en· Filtration Industry Analyst· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affno abstractunlabeled
Alfa Laval AB, Sweden
2010· article· en· Filtration Industry Analyst· Materials Science
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affno abstractunlabeled
Groupe Laperrière & Verreault, Canada
2003· article· fr· Filtration Industry Analyst· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affno abstractunlabeled
H2O Innovation Inc, Canada
2010· article· en· Filtration Industry Analyst· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
H2O Innovation Inc, Canada
2014· article· en· Filtration Industry Analyst· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
H2O Innovation, Canada
2021· article· en· Filtration Industry Analyst· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affno abstractunlabeled
Biorem Inc, Canada
2011· article· en· Filtration Industry Analyst· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Sinomem sees strong Q1 gains
2010· article· en· Filtration Industry Analyst· Medicine
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Seprotech arranges bridge loan facility
2011· article· en· Filtration Industry Analyst· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
H2O Innovation Inc, Canada
2014· article· en· Filtration Industry Analyst· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Mergers & Acquisitions Review 2013
2014· article· en· Filtration Industry Analyst· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Alfa Laval AB, Sweden
2009· article· en· Filtration Industry Analyst· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Alfa Laval AB, Sweden
2004· article· en· Filtration Industry Analyst· Computer Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affno abstractunlabeled
Alfa Laval AB, Sweden
2011· article· en· Filtration Industry Analyst· Materials Science
machine prediction:candidate · noneconsensus · none
0
citations
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How this was built: Screen · Findings · About