Which Osteochondritis Dissecans Lesions Will Heal Nonoperatively? An Application of Machine Learning to the ROCK Prospective Cohort
Lesion location in the posterior aspect of the condyle on sagittal MRI and lesion location in the medial-most or lateral-most locations on coronal MRI were identified as statistically significant predictors of increased nonoperative treatment success on multivariate analysis. Machine learning models can predict which OCD lesions will heal with nonoperative management with superior accuracy compared with previously published models.
Authors
- Gregory D. Myer (ORCID: https://orcid.org/0000-0002-9983-8422)
- T Johnstone
- Peter D. Fabricant (ORCID: https://orcid.org/0000-0002-8070-685X)
- Anthony C. Egger (ORCID: https://orcid.org/0000-0002-8761-793X)
- Eric W. Edmonds (ORCID: https://orcid.org/0000-0002-5724-5645)
- Christian Noel Anderson (ORCID: https://orcid.org/0000-0003-1588-5828)
- Bradley J. Nelson (ORCID: https://orcid.org/0000-0002-7931-5085)
- Aaron John Krych (ORCID: https://orcid.org/0000-0003-3248-8007)
- Marc Tompkins (ORCID: https://orcid.org/0000-0002-8641-3150)
- Kevin G. Shea (ORCID: https://orcid.org/0000-0002-4160-0163)
- Carl W. Nissen (ORCID: https://orcid.org/0000-0002-7727-622X)
- Henry B. Ellis (ORCID: https://orcid.org/0000-0001-5444-094X)
- Matthew David Milewski (ORCID: https://orcid.org/0000-0002-0975-1543)
- Joseph Espiritu
- Mininder Singh Kocher (ORCID: https://orcid.org/0000-0002-7938-7820)
- N. M. Meenen
- John D. Polousky (ORCID: https://orcid.org/0000-0001-8226-076X)
- Jutta Ellemann
Institutions
- Hospital for Special Surgery (US)
- Cincinnati Children's Hospital Medical Center (US)
- Boston Children's Hospital (US)
- University of Minnesota (US)
- Mayo Clinic (US)
- University of Connecticut (US)
- Universität Hamburg (DE)
- Texas Scottish Rite Hospital for Children (US)
- Rady Children's Hospital-San Diego (US)
- Tennessee Orthopaedic Alliance (US)
- Akron Children's Hospital (US)
- University Medical Center Hamburg-Eppendorf (DE)
- Andrews Institute for Orthopaedics & Sports Medicine (US)
- Penn Center for AIDS Research (US)
- University of Minnesota Medical Center (US)
- University of Pennsylvania Health System (US)
- Children's Healthcare of Atlanta (US)
- Stanford University (US)
Publication Details
- Journal
- Orthopaedic Journal of Sports Medicine
- Published
- 2024-12-01
- DOI
- https://doi.org/10.1177/23259671241297145
- Citations
- 1
- Primary Topic
- Knee injuries and reconstruction techniques
- Type
- article
- Field-Weighted Citation Impact
- 0.57
Funders
- University of Pennsylvania
- American Orthopaedic Society for Sports Medicine