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Four overlooked errors in ROC analysis: how to prevent and avoid

Authors

  • Zhuoqiao He Department of Cardiology, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, ChinaCentre for Precision Health, School of Medical and Health Sciences, Edith Cowan University, Perth, Western Australia, Australia PubMed articlesGoogle scholar articles
  • Qingying Zhang Department of Preventive Medicine, Shantou University Medical College, Shantou, China PubMed articlesGoogle scholar articles
  • Manshu Song Centre for Precision Health, School of Medical and Health Sciences, Edith Cowan University, Perth, Western Australia, Australia PubMed articlesGoogle scholar articles
  • Xuerui Tan Department of Cardiology, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, ChinaClinical Research Centre, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, ChinaHuman Phenome institute, Guangdong Engineering Research Center of Human Phenome, Chemistry and Chemical Engineering Guangdong Laboratory, Shantou, Guangdong, China PubMed articlesGoogle scholar articles
  • Wei Wang Centre for Precision Health, School of Medical and Health Sciences, Edith Cowan University, Perth, Western Australia, AustraliaClinical Research Centre, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, ChinaInstitute for Glycome Study, Shantou University Medical College, Shantou, Guangdong, ChinaSchool of Public Health, Shandong First Medical University & Shandong Academy of Medical Sciences, Tai’an, Shandong, China PubMed articlesGoogle scholar articles
  1. Correspondence to Dr Xuerui Tan; tanxuerui{at}vip.sina.com; Dr Manshu Song; m.song{at}ecu.edu.au
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Citation

He Z, Zhang Q, Song M, et al
Four overlooked errors in ROC analysis: how to prevent and avoid
BMJ Evidence-Based Medicine Published Online First: 19 September 2024. doi: 10.1136/bmjebm-2024-113078

Publication history

  • Accepted September 7, 2024
  • First published September 19, 2024.

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© Author(s) (or their employer(s)) 2024. Re-use permitted under CC BY. Published by BMJ. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits others to copy, redistribute, remix, transform and build upon this work for any purpose, provided the original work is properly cited, a link to the licence is given, and indication of whether changes were made. See: https://creativecommons.org/licenses/by/4.0/.