2024
A Novel Machine Learning Model to Predict Revision ACL Reconstruction Failure in the MARS Cohort
Group M, Vasavada K, Vasavada V, Moran J, Devana S, Lee C, Hame S, Jazrawi L, Sherman O, Huston L, Haas A, Allen C, Cooper D, DeBerardino T, Spindler K, Stuart M, Amendola A, Annunziata C, Arciero R, Bach B, Baker C, Bartolozzi A, Baumgarten K, Berg J, Bernas G, Brockmeier S, Brophy R, Bush-Joseph C, Butler J, Carey J, Carpenter J, Cole B, Cooper J, Cox C, Creighton R, David T, Dunn W, Flanigan D, Frederick R, Ganley T, Gatt C, Gecha S, Giffin J, Hannafin J, Harris N, Hechtman K, Hershman E, Hoellrich R, Johnson D, Johnson T, Jones M, Kaeding C, Kamath G, Klootwyk T, Levy B, Benjamin C, Maiers G, Marx R, Matava M, Mathien G, McAllister D, McCarty E, McCormack R, Miller B, Nissen C, O’Neill D, Owens B, Parker R, Purnell M, Ramappa A, Rauh M, Rettig A, Sekiya J, Shea K, Slauterbeck J, Smith M, Spang J, Svoboda S, Taft T, Tenuta J, Tingstad E, Vidal A, Viskontas D, White R, Williams J, Wolcott M, Wolf B, Wright R, York J. A Novel Machine Learning Model to Predict Revision ACL Reconstruction Failure in the MARS Cohort. Orthopaedic Journal Of Sports Medicine 2024, 12: 23259671241291920. PMID: 39555321, PMCID: PMC11565622, DOI: 10.1177/23259671241291920.Peer-Reviewed Original ResearchRevision anterior cruciate ligament reconstructionMulticenter ACL Revision StudyGraft failureRisk of graft failureAnterior cruciate ligament reconstructionLogistic regressionFollow-up dataCruciate ligament reconstructionACL reconstruction failureLevel of evidencePatient-reported outcomesCohort dataIntraoperative findingsTibial tunnel sizesModerate predictive abilityReconstruction failureFollow-upGraft typeAllograft useCohort studyPreoperative radiographsLigament reconstructionRisk factorsCohortPatients
2021
Patient-Reported Activity Levels Correlate With Early Cartilage Degeneration After Anterior Cruciate Ligament Reconstruction
Friedman JM, Su F, Zhang AL, Allen CR, Feeley BT, Souza R, Li X, Ma CB, Lansdown DA. Patient-Reported Activity Levels Correlate With Early Cartilage Degeneration After Anterior Cruciate Ligament Reconstruction. The American Journal Of Sports Medicine 2021, 49: 442-449. PMID: 33395319, DOI: 10.1177/0363546520980431.Peer-Reviewed Original ResearchConceptsAnterior cruciate ligament reconstructionMarx activity levelMarx activity scoreCruciate ligament reconstructionMarx scoresCartilage degenerationMagnetic resonance imagingMedial compartmentEarly cartilage degenerationLigament reconstructionPosttraumatic osteoarthritisActivity scoreActivity levelsOrgan Magnetic Resonance Imaging ScoreOsteoarthritis Outcome Score (KOOS) scoresMagnetic Resonance Imaging ScorePre-existing arthritisPatient-reported outcomesLevel of evidenceSoft tissue graftsFisher's exact testMedial compartment degenerationPositive predictive valueSpearman rank testCartilage degenerative changes