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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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Process Safety Progress
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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.

80 results · 1 filter active ·
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20012025
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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.
80 works in the cohort · of 4,299,418page 1 of 2

Labels cover 0 of 80 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 80 of 80 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.

affaboutunlabeled
Safety challenges in harsh environments: Lessons learned
Faisal Khan, Salim Ahmed, Ming Yang, Seyed Javad Hashemi, Susan Caines, Samith Rathnayaka +1 more
2014· article· en· Process Safety Progress· Engineering
machine prediction:candidate · noneconsensus · none
42
citations
affunlabeled
Limiting oxygen concentrations of gases
Laurence G. Britton, Martin P. Clouthier, B. Keith Harrison, Samuel A. Rodgers
2016· article· en· Process Safety Progress· Engineering
machine prediction:candidate · noneconsensus · none
15
citations
afffundunlabeled
Risk Analysis of Oilfield Gathering Station
Kun Chen, Dehuan Liu, Fan Zhiwen, Xu Chen, Faisal Khan
2018· article· en· Process Safety Progress· Decision Sciences
machine prediction:candidate · noneconsensus · none
7
citations
affno abstractunlabeled
Letter to the editor
J. E. S. Venart
2005· letter· en· Process Safety Progress· Decision Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
6
citations
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How this was built: Screen · Findings · About