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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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Pump 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.

143 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.
143 works in the cohort · of 4,299,418page 1 of 3

Labels cover 0 of 143 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 143 of 143 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 affno abstractunlabeled
GLV Inc, Canada
2008· article· en· Pump Industry Analyst· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
2
citations
aboutno affunlabeled
Weir makes strong start to the year
2008· article· en· Pump Industry Analyst· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Mergers & Acquisitions Review 2008
2009· article· en· Pump Industry Analyst· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Water/wastewater drives ITT’S Q2 growth
2003· article· en· Pump Industry Analyst· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Economic Review
2003· article· en· Pump Industry Analyst· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Mergers & Acquisitions Review 2015
2016· article· en· Pump Industry Analyst· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Record third quarter bookings for Flowserve
2006· article· en· Pump Industry Analyst· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
1
citations
aboutno affunlabeled
GLV Inc, Canada
2014· article· en· Pump Industry Analyst· Chemistry
machine prediction:candidate · insufficient_payloadconsensus · none
1
citations
aboutno affunlabeled
The Gorman-Rupp Co, USA
2003· article· en· Pump Industry Analyst· Medicine
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Willbros secures oil sands projects
2009· article· en· Pump Industry Analyst· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Canadian sulphur contract
2006· article· en· Pump Industry Analyst· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affno abstractunlabeled
Alfa Laval AB, Sweden
2017· article· en· Pump Industry Analyst· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Alfa Laval AB, Sweden
2014· article· en· Pump Industry Analyst· Economics, Econometrics and Finance
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affno abstractunlabeled
GL&V, Canada
2006· article· en· Pump Industry Analyst· Medicine
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Tecumseh Products Co, USA
2003· article· en· Pump Industry Analyst· Medicine
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
KSB Group, Germany
2014· article· en· Pump Industry Analyst· Energy
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
GLV Inc, Canada
2012· article· en· Pump Industry Analyst· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affno abstractunlabeled
Alfa Laval outlines growth targets
2003· article· en· Pump Industry Analyst· Medicine
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Thomas warns of earnings shortfall
2003· article· en· Pump Industry Analyst· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Alfa Laval AB, Sweden
2016· article· en· Pump Industry Analyst· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Alfa Laval AB, Sweden
2013· article· en· Pump Industry Analyst· Chemistry
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Alfa Laval AB, Sweden
2007· article· en· Pump Industry Analyst· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Alfa Laval AB, Sweden
2021· article· en· Pump Industry Analyst· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Jacobs studies clean power
2005· article· en· Pump Industry Analyst· Engineering
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Alfa Laval AB, Sweden
2003· article· en· Pump Industry Analyst· Medicine
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affno abstractunlabeled
Alfa Laval AB, Sweden
2019· article· en· Pump Industry Analyst· Materials Science
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Andritz Q3 sales up almost 11%
2003· article· en· Pump Industry Analyst· Economics, Econometrics and Finance
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
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