Literature DB >> 32667756

CORR Synthesis: When Should We Be Skeptical of Clinical Prediction Models?

Aditya V Karhade1, Joseph H Schwab1.   

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Year:  2020        PMID： 32667756      PMCID： PMC7899395          DOI： 10.1097/CORR.0000000000001367

Source DB:  PubMed          Journal:  Clin Orthop Relat Res        ISSN： 0009-921X            Impact factor:   4.755


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  38 in total

Review 1.  Risk prediction models: II. External validation, model updating, and impact assessment.

Authors:  Karel G M Moons; Andre Pascal Kengne; Diederick E Grobbee; Patrick Royston; Yvonne Vergouwe; Douglas G Altman; Mark Woodward
Journal:  Heart       Date:  2012-03-07       Impact factor: 5.994

2.  From Local Explanations to Global Understanding with Explainable AI for Trees.

Authors:  Scott M Lundberg; Gabriel Erion; Hugh Chen; Alex DeGrave; Jordan M Prutkin; Bala Nair; Ronit Katz; Jonathan Himmelfarb; Nisha Bansal; Su-In Lee
Journal:  Nat Mach Intell       Date:  2020-01-17

3.  External validation of new risk prediction models is infrequent and reveals worse prognostic discrimination.

Authors:  George C M Siontis; Ioanna Tzoulaki; Peter J Castaldi; John P A Ioannidis
Journal:  J Clin Epidemiol       Date:  2014-10-23       Impact factor: 6.437

4.  Evaluating classification accuracy for modern learning approaches.

Authors:  Jialiang Li; Ming Gao; Ralph D'Agostino
Journal:  Stat Med       Date:  2019-01-30       Impact factor: 2.373

5.  Development of Machine Learning Algorithms for Prediction of 30-Day Mortality After Surgery for Spinal Metastasis.

Authors:  Aditya V Karhade; Quirina C B S Thio; Paul T Ogink; Akash A Shah; Christopher M Bono; Kevin S Oh; Phil J Saylor; Andrew J Schoenfeld; John H Shin; Mitchel B Harris; Joseph H Schwab
Journal:  Neurosurgery       Date:  2019-07-01       Impact factor: 4.654

6.  Use and misuse of the receiver operating characteristic curve in risk prediction.

Authors:  Nancy R Cook
Journal:  Circulation       Date:  2007-02-20       Impact factor: 29.690

7.  Explainable machine-learning predictions for the prevention of hypoxaemia during surgery.

Authors:  Scott M Lundberg; Bala Nair; Monica S Vavilala; Mayumi Horibe; Michael J Eisses; Trevor Adams; David E Liston; Daniel King-Wai Low; Shu-Fang Newman; Jerry Kim; Su-In Lee
Journal:  Nat Biomed Eng       Date:  2018-10-10       Impact factor: 25.671

8.  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

9.  Ernest Amory Codman, MD, 1869-1940.

Authors:  Richard A Brand
Journal:  Clin Orthop Relat Res       Date:  2009-08-19       Impact factor: 4.176

10.  Sample size considerations for the external validation of a multivariable prognostic model: a resampling study.

Authors:  Gary S Collins; Emmanuel O Ogundimu; Douglas G Altman
Journal:  Stat Med       Date:  2015-11-09       Impact factor: 2.373
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  7 in total

1.  CORR Insights®: Machine Learning Can be Used to Predict Function but Not Pain After Surgery for Thumb Carpometacarpal Osteoarthritis.

Authors:  Nicholas Pulos
Journal:  Clin Orthop Relat Res       Date:  2022-02-04       Impact factor: 4.755

2.  Can We Geographically Validate a Natural Language Processing Algorithm for Automated Detection of Incidental Durotomy Across Three Independent Cohorts From Two Continents?

Authors:  Aditya V Karhade; Jacobien H F Oosterhoff; Olivier Q Groot; Nicole Agaronnik; Jeffrey Ehresman; Michiel E R Bongers; Ruurd L Jaarsma; Santosh I Poonnoose; Daniel M Sciubba; Daniel G Tobert; Job N Doornberg; Joseph H Schwab
Journal:  Clin Orthop Relat Res       Date:  2022-04-12       Impact factor: 4.755

3.  CORR Insights®: What Factors Predict Adverse Discharge Disposition in Patients Older Than 60 Years Undergoing Lower-extremity Surgery? The Adverse Discharge in Older Patients after Lower-extremity Surgery (ADELES) Risk Score.

Authors:  David N Bernstein
Journal:  Clin Orthop Relat Res       Date:  2021-03-01       Impact factor: 4.755

4.  Editorial: Opposites Attract at CORR®-Machine Learning and Qualitative Research.

Authors:  Seth S Leopold; Raphaël Porcher; Mark C Gebhardt; Terence J Gioe; Paul A Manner; Clare M Rimnac; Montri D Wongworawat
Journal:  Clin Orthop Relat Res       Date:  2020-10       Impact factor: 4.755

5.  CORR Insights®: Does Artificial Intelligence Outperform Natural Intelligence in Interpretation of Musculoskeletal Radiological Studies? A Systematic Review.

Authors:  Raphaël Porcher
Journal:  Clin Orthop Relat Res       Date:  2020-12       Impact factor: 4.755

6.  Can a Bayesian belief network for survival prediction in patients with extremity metastases (PATHFx) be externally validated in an Asian cohort of 356 surgically treated patients?

Authors:  Hsiang-Chieh Hsieh; Yi-Hsiang Lai; Chia-Che Lee; Hung-Kuan Yen; Ting-En Tseng; Jiun-Jen Yang; Shin-Yiing Ling; Ming-Hsiao Hu; Chun-Han Hou; Rong-Sen Yang; Rikard Wedin; Jonathan A Forsberg; Wei-Hsin Lin
Journal:  Acta Orthop       Date:  2022-09-09       Impact factor: 3.925

7.  Machine learning prediction models in orthopedic surgery: A systematic review in transparent reporting.

Authors:  Olivier Q Groot; Paul T Ogink; Amanda Lans; Peter K Twining; Neal D Kapoor; William DiGiovanni; Bas J J Bindels; Michiel E R Bongers; Jacobien H F Oosterhoff; Aditya V Karhade; F C Oner; Jorrit-Jan Verlaan; Joseph H Schwab
Journal:  J Orthop Res       Date:  2021-03-29       Impact factor: 3.102
  7 in total

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