Literature DB >> 35019992

How Can We Ensure Reproducibility and Clinical Translation of Machine Learning Applications in Laboratory Medicine?

Shannon Haymond1,2, Stephen R Master3,4.   

Abstract

Entities:  

Keywords:  zzm321990 Key Words: machine learning; artificial intelligence; data analytics

Mesh：

Year:  2022        PMID： 35019992      PMCID： PMC8894866          DOI： 10.1093/clinchem/hvab272

Source DB:  PubMed          Journal:  Clin Chem        ISSN： 0009-9147            Impact factor:   8.327


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  7 in total

1.  Checklist for Artificial Intelligence in Medical Imaging (CLAIM): A Guide for Authors and Reviewers.

Authors:  John Mongan; Linda Moy; Charles E Kahn
Journal:  Radiol Artif Intell       Date:  2020-03-25

2.  Recommendations for Reporting Machine Learning Analyses in Clinical Research.

Authors:  Laura M Stevens; Bobak J Mortazavi; Rahul C Deo; Lesley Curtis; David P Kao
Journal:  Circ Cardiovasc Qual Outcomes       Date:  2020-10-14

3.  Dissecting racial bias in an algorithm used to manage the health of populations.

Authors:  Ziad Obermeyer; Brian Powers; Christine Vogeli; Sendhil Mullainathan
Journal:  Science       Date:  2019-10-25       Impact factor: 47.728

4.  Minimum information about clinical artificial intelligence modeling: the MI-CLAIM checklist.

Authors:  Beau Norgeot; Giorgio Quer; Brett K Beaulieu-Jones; Ali Torkamani; Raquel Dias; Milena Gianfrancesco; Rima Arnaout; Isaac S Kohane; Suchi Saria; Eric Topol; Ziad Obermeyer; Bin Yu; Atul J Butte
Journal:  Nat Med       Date:  2020-09       Impact factor: 53.440

5.  Guidelines for Developing and Reporting Machine Learning Predictive Models in Biomedical Research: A Multidisciplinary View.

Authors:  Wei Luo; Dinh Phung; Truyen Tran; Sunil Gupta; Santu Rana; Chandan Karmakar; Alistair Shilton; John Yearwood; Nevenka Dimitrova; Tu Bao Ho; Svetha Venkatesh; Michael Berk
Journal:  J Med Internet Res       Date:  2016-12-16       Impact factor: 5.428

6.  External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients.

Authors:  Andrew Wong; Erkin Otles; John P Donnelly; Andrew Krumm; Jeffrey McCullough; Olivia DeTroyer-Cooley; Justin Pestrue; Marie Phillips; Judy Konye; Carleen Penoza; Muhammad Ghous; Karandeep Singh
Journal:  JAMA Intern Med       Date:  2021-08-01       Impact factor: 44.409
  7 in total

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