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 factorsCohortPatientsSignificant systematic bias of alpha angles measured on MRI compared to various radiographic views in patients with femoroacetabular impingement syndrome
Triana J, Shankar D, Moore M, Akpinar B, Vasavada K, Burke C, Samim M, Youm T. Significant systematic bias of alpha angles measured on MRI compared to various radiographic views in patients with femoroacetabular impingement syndrome. Knee Surgery, Sports Traumatology, Arthroscopy 2024 PMID: 39258332, DOI: 10.1002/ksa.12446.Peer-Reviewed Original ResearchIntraclass correlation coefficientFemoroacetabular impingement syndromeInter-rater reproducibilityAlpha angle measurementsAxial oblique imagesInter-raterAnterior-posteriorImpingement syndromeConfidence intervalsRadiographic viewsCross-sectional study of patientsSymptomatic femoroacetabular impingement syndromeCross-sectional studyAxial obliquityAlpha angleStudy of patientsDunn viewLevel IIPlain radiographsMusculoskeletal radiologistsMRI/MRAOblique viewsPreoperative radiographsModerate comparabilityOblique plane imaging