Literature DB >> 35106604

Machine learning and conventional statistics: making sense of the differences.

Christophe Ley1, R Kyle Martin2, Ayoosh Pareek3, Andreas Groll4, Romain Seil5, Thomas Tischer6.   

Abstract

The application of machine learning (ML) to the field of orthopaedic surgery is rapidly increasing, but many surgeons remain unfamiliar with the nuances of this novel technique. With this editorial, we address a fundamental topic-the differences between ML techniques and traditional statistics. By doing so, we aim to further familiarize the reader with the new opportunities available thanks to the ML approach.
© 2022. The Author(s) under exclusive licence to European Society of Sports Traumatology, Knee Surgery, Arthroscopy (ESSKA).

Entities:  

Keywords:  Artificial intelligence; Machine learning; Orthopaedic surgery; Sports medicine; Statistics

Mesh:

Year:  2022        PMID: 35106604     DOI: 10.1007/s00167-022-06896-6

Source DB:  PubMed          Journal:  Knee Surg Sports Traumatol Arthrosc        ISSN: 0942-2056            Impact factor:   4.342


  3 in total

1.  Complications of Hardware Removal.

Authors:  Patrick J Kellam; John Harrast; Maxwell Weinberg; David F Martin; Nathan P Davidson; Charles L Saltzman
Journal:  J Bone Joint Surg Am       Date:  2021-11-17       Impact factor: 5.284

2.  Artificial intelligence and machine learning: an introduction for orthopaedic surgeons.

Authors:  R Kyle Martin; Christophe Ley; Ayoosh Pareek; Andreas Groll; Thomas Tischer; Romain Seil
Journal:  Knee Surg Sports Traumatol Arthrosc       Date:  2021-09-15       Impact factor: 4.114

Review 3.  Machine learning methods in sport injury prediction and prevention: a systematic review.

Authors:  Hans Van Eetvelde; Luciana D Mendonça; Christophe Ley; Romain Seil; Thomas Tischer
Journal:  J Exp Orthop       Date:  2021-04-14
  3 in total
  1 in total

Review 1.  Supervised machine learning and associated algorithms: applications in orthopedic surgery.

Authors:  James A Pruneski; Ayoosh Pareek; Kyle N Kunze; R Kyle Martin; Jón Karlsson; Jacob F Oeding; Ata M Kiapour; Benedict U Nwachukwu; Riley J Williams
Journal:  Knee Surg Sports Traumatol Arthrosc       Date:  2022-10-12       Impact factor: 4.114

  1 in total

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