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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.

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.

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 2 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
GLV Inc, Canada
2014· article· en· Pump Industry Analyst· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Alfa Laval AB, Sweden
2005· article· en· Pump Industry Analyst· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Expansion at Potash mine
2008· article· en· Pump Industry Analyst· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affno abstractunlabeled
ALFA LAVAL FOCUSES ON FUTURE GROWTH
2002· article· en· Pump Industry Analyst· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Strong Q1 performance for PCM pompes
2005· article· zh· Pump Industry Analyst· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
aboutno affno abstractunlabeled
Alfa Laval AB, Sweden
2021· article· en· Pump Industry Analyst· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
BluMetric partners with Aquarion
2015· article· en· Pump Industry Analyst· Medicine
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Jacobs secures Canadian Order
2003· article· en· Pump Industry Analyst· Immunology and Microbiology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affno abstractunlabeled
Alfa Laval AB, Sweden
2017· article· en· Pump Industry Analyst· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affno abstractunlabeled
Groupe Laperrièe & Verreault, Canada
2007· article· fr· Pump Industry Analyst· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Alfa Laval AB, Sweden
2020· article· en· Pump Industry Analyst· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Mergers & Acquisitions Review 2014
2015· article· en· Pump Industry Analyst· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Alfa Laval AB, Sweden
2021· article· en· Pump Industry Analyst· Mathematics
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affno abstractunlabeled
Vlamet upgrades Canadian paper machine
2000· article· en· Pump Industry Analyst· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affno abstractunlabeled
Alfa Laval AB, Sweden
2018· article· en· Pump Industry Analyst· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Pumps lift DXP’S Q2 revenues
2003· article· en· Pump Industry Analyst· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Canada's Armstrong makes major UK purchase
2004· article· en· Pump Industry Analyst· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
EcoMax sells pump technology to Lewa
2010· article· en· Pump Industry Analyst· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
National Oilwell buys Corlac Equipment
2003· article· en· Pump Industry Analyst· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Desmi extends Canadian operations
2018· article· en· Pump Industry Analyst· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
KSB off to a solid start in 2021
2021· article· en· Pump Industry Analyst· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Mergers & Acquisitions Review 2017
2018· article· en· Pump Industry Analyst· Economics, Econometrics and Finance
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Alfa Laval joins 1.5°C Business Playbook
2020· article· en· Pump Industry Analyst· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Pump Mergers & Acquisitions Review: Q3 2020
2020· article· en· Pump Industry Analyst· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Mining remains resilient for Weir
2020· article· en· Pump Industry Analyst· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
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