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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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Opflow
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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.

45 results · 1 filter active ·
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20002024
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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.
45 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 45 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 45 of 45 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
Use Zeta Potential to Improve Direct Filtration Operation
David Pernitsky, Raymond E. Cantwell, Ella Murphy, Natalie Paradis, Jaime Boutilier, Geoff Bache
2011· article· en· Opflow· Environmental Science
machine prediction:candidate · noneconsensus · none
7
citations
aboutno affunlabeled
Tragedy Could Have Been Prevented
Steve E. Crude, R.P. Walker
2005· article· en· Opflow· Health Professions
machine prediction:candidate · noneconsensus · none
5
citations
aboutno affunlabeled
Aeration Decreases THMs
David Špaček
2009· article· en· Opflow· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
What to Do With Unavoidable Dead Ends
Amie Hanson, Gregg Kirmeyer, Peter Lee Gilmore, Scott Banack, Chris Huston
2007· article· en· Opflow· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Still Working After All These Years
Carol Carpenter
2003· article· en· Opflow· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Use Risk Assessment to Plan for the Future
Samantha Marcy, I. D. Wright, Dean M. Shiskowski, Doug Olson, Jeff O'Driscoll, Kate Murray +1 more
2013· article· en· Opflow· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Shedding Light on a Dark Situation
Carol Carpenter
2003· article· en· Opflow· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Easing Into Dechlorination
Paul Burg
2004· article· en· Opflow· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Waking Up to Changing Water Quality
Liza Ballantyne, Geoff Bache, Don Currie, Anita Jean Smith
2003· article· en· Opflow· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Operators Need to Know Process Control Laboratory QA/QC
Hunter Adams, Becky Thames, Sathya Sandarenu Ganegoda, Dave Thomas, Zonetta English, Steve Ash +1 more
2024· article· en· Opflow· Decision Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Direct Filtration: A Tale of Two Winters
W. S. James, Stephen A. Craik, Saif Molla, Alfredo Suarez
2011· article· en· Opflow· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Avoid Microbial Contamination of New Fire Hydrants
Rasha Maal‐Bared, Ian van Beers, Darlyce Simpson, Debra Long, Lloyd Penner
2018· article· en· Opflow· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
GIS Conversion Keeps Data Current
Ron Young
2004· article· en· Opflow· Engineering
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Meet Distribution Water Quality Regs
Rob Gillis
2006· article· en· Opflow· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Net Charge Equals Positive Change
David Teasdale
2007· article· en· Opflow· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About