Machine Learning in Orthopedics: A Literature Review

Frontiers in Bioengineering and Biotechnology
Federico CabitzaGiuseppe Banfi

Abstract

In this paper we present the findings of a systematic literature review covering the articles published in the last two decades in which the authors described the application of a machine learning technique and method to an orthopedic problem or purpose. By searching both in the Scopus and Medline databases, we retrieved, screened and analyzed the content of 70 journal articles, and coded these resources following an iterative method within a Grounded Theory approach. We report the survey findings by outlining the articles' content in terms of the main machine learning techniques mentioned therein, the orthopedic application domains, the source data and the quality of their predictive performance.

References

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Apr 14, 2016·BMC Musculoskeletal Disorders·Angkoon PhinyomarkReed Ferber

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Citations

Nov 14, 2018·AJR. American Journal of Roentgenology·Ellen B Mendelson
Mar 13, 2020·Journal of Orthopaedic Research : Official Publication of the Orthopaedic Research Society·Mohammad SherafatiKevin M Koch
Feb 7, 2020·The Journal of Bone and Joint Surgery. American Volume·Thomas G MyersConstantinos Ketonis
Apr 26, 2020·Clinical Orthopaedics and Related Research·Vikas KumarAnkur Teredesai
Dec 14, 2019·Knee Surgery, Sports Traumatology, Arthroscopy : Official Journal of the ESSKA·Yong-Hao PuaSeng-Jin Yeo
Jan 27, 2020·Current Reviews in Musculoskeletal Medicine·J Matthew HelmPrem N Ramkumar
Apr 10, 2020·Orthopaedic Journal of Sports Medicine·Ashim GuptaAnish G Potty
May 8, 2020·The Journal of Bone and Joint Surgery. American Volume·Thomas G MyersConstantinos Ketonis
May 9, 2019·Advances in Bioinformatics·Amina AdadiMohammed Berrada
Jul 25, 2019·Clinical Orthopaedics and Related Research·Prakash JayakumarKevin J Bozic
Oct 21, 2020·Journal of Orthopaedic Surgery and Research·Nicola MaffulliAshim Gupta
Apr 8, 2020·Indian Journal of Orthopaedics·Murali PoduvalAniruddha Sinha
Dec 15, 2020·The Journal of the American Academy of Orthopaedic Surgeons·Malcolm R DeBaunMichael J Gardner
Feb 18, 2021·Clinical Orthopaedics and Related Research·Michael P Murphy, Nicholas M Brown
Feb 16, 2021·Journal of Orthopaedic Trauma·Robert ZuraJohn I Mackowiak
Aug 22, 2020·Journal of Shoulder and Elbow Surgery·Vikas KumarAnkur Teredesai
Apr 16, 2021·Journal of Experimental Orthopaedics·Hans Van EetveldeThomas Tischer
Apr 27, 2021·The American Journal of Sports Medicine·Prem N RamkumarRiley J Williams
Jul 9, 2021·Plastic and Reconstructive Surgery. Global Open·Angelos MantelakisAnkur Khajuria
Jul 17, 2021·Regional Anesthesia and Pain Medicine·Haoyan ZhongJiabin Liu
Sep 17, 2021·Knee Surgery, Sports Traumatology, Arthroscopy : Official Journal of the ESSKA·R Kyle MartinRomain Seil
Nov 5, 2021·Skeletal Radiology·Gabby B JosephThomas M Link
Nov 24, 2021·PloS One·Simon J Federer, Gareth G Jones
Jan 11, 2022·Knee Surgery, Sports Traumatology, Arthroscopy : Official Journal of the ESSKA·Florian HinterwimmerRüdiger von Eisenhart-Rothe
Jan 20, 2022·The Journal of Bone and Joint Surgery. American Volume·Evan M PolcePeter K Sculco

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Methods Mentioned

BETA
X-Ray
feature extraction
features extraction

Software Mentioned

TensorFlow
Scopus
xgbTree
CHRM
BoNet
WND
Topological Data Analysis ( TDA )
Picture Archiving and Communication
SLIDE
OverFeat

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