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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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Reliability and Maintenance Optimization
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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.

732 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
732 works in the cohort · of 4,299,418page 11 of 15

Labels cover 0 of 732 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 732 of 732 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Bathtub Distributions
N. Unnikrishnan Nair, P.G. Sankaran, N. Balakrishnan
2018· book-chapter· en· Elsevier eBooks· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
2
citations
affunlabeled
Transfer Learning-enabled Modelling Framework for Digital Twin
Chunsheng Yang, Yifeng Li, Yu-Bin Yang, Zheng Liu, Min Liao
2022· article· en· 2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD)· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affunlabeled
System Reliability Growth Analysis during Warranty
James Li, Greg E. Collins, Ravi Govindarajulu
2019· article· en· International Journal of Mathematical Engineering and Management Sciences· Engineering
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
<i>k</i>‐out‐of‐<i>n</i>Systems
Ming J. Zuo, Zhigang Tian
2010· other· en· Wiley Encyclopedia of Operations Research and Management Science· Engineering
distilled prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Repairable Systems in Reliability
Harold Ascher
2005· other· en· Encyclopedia of Statistical Sciences· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
venueno affunlabeled
Estimation de la durée de vie des pièces caténaires
Carolina Meier‐Hirmer, F Sourget, Michel Roussignol
2006· article· fr· Journal Européen des Systèmes Automatisés· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
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