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A.","familyName":"Alzahrani","affiliation":["Yanbu Industrial College"],"nameIdentifiers":[{"nameIdentifier":"0009-0003-3124-346X","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Data and Code for \"When RUL Caps Change the Conclusion: A Synthetic Ground-Truth Study of Evaluation Sensitivity in Prognostics\""}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"evaluation sensitivity"},{"subject":"piecewise-linear labels"},{"subject":"synthetic ground truth"},{"subject":"pre-registration"},{"subject":"reproducibility"},{"subject":"Remaining Useful Life (RUL)"},{"subject":"Prognostics and Health Management"},{"subject":"Benchmark Evaluation"},{"subject":"Machine Learning"},{"subject":"C-MAPSS"}],"contributors":[],"dates":[{"date":"2026-08-02","dateType":"Issued"}],"language":"en","types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceType":"","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.21760224","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"1.0","rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"},{"rights":"MIT License","rightsUri":"https://opensource.org/licenses/MIT","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"mit","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"This record contains the reproducibility materials for the study “When RUL Caps Change the Conclusion: A Synthetic Ground-Truth Study of Evaluation Sensitivity in Prognostics.”\n\nThe study examines how the piecewise-linear remaining-useful-life label cap affects model selection, metric agreement, rank stability, late-life evaluation, and cross-study comparability under synthetic ground truth.\n\nThe record contains:\n\n1. RUL_Project_Frozen_v1.0 — frozen study code, preregistration, execution instructions, configuration files, provenance documentation, and reproducibility materials.\n\n2. evidence_package_screening_v1 — screening-stage analysis outputs, numerical evidence, summary CSV files, figures, tables, manifests, and supporting audit materials derived from 400 completed datasets corresponding to 25 seeds across 16 generative regimes.\n\nThe registered 150-seed confirmation phase was not executed. All deposited results correspond to the completed preregistered screening phase and should be interpreted at screening precision.\n\nAuthor:Faisal M. A. AlzahraniYanbu Industrial College, Royal Commission for Jubail and Yanbu (RCJY)ORCID: 0009-0003-3124-346X","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"xml":"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","url":"https://zenodo.org/doi/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