2025
Total Knee Arthroplasty Automated Implant Detector: An Uncertainty-Aware Deep Learning Classifier to Identify Total Knee Arthroplasty Implants
Mulford K, Saniei S, Kaji E, Grove A, Girod-Hoffman M, Rouzrokh P, Abdel M, Taunton M, Wyles C. Total Knee Arthroplasty Automated Implant Detector: An Uncertainty-Aware Deep Learning Classifier to Identify Total Knee Arthroplasty Implants. The Journal Of Arthroplasty 2025 PMID: 39832639, DOI: 10.1016/j.arth.2025.01.019.Peer-Reviewed Original ResearchHeld-out test setTest setDetection systemDeep learning classifierDeep learning algorithmsDeep learning modelsExternal test setUncertainty-awareEfficientNet architectureLearning algorithmsLearning classifiersConformal predictionLearning modelsExternal testPrimary knee implantsModel accuracyTime-consumingUncertainty quantificationSafety mechanismsAverage model accuracyModel performanceUncertainty estimationImagesEfficientNetClassifier
2024
Uncertainty-Aware Deep Learning Characterization of Knee Radiographs for Large-Scale Registry Creation
Mulford K, Grove A, Kaji E, Rouzrokh P, Roman R, Kremers M, Maradit Kremers H, Taunton M, Wyles C. Uncertainty-Aware Deep Learning Characterization of Knee Radiographs for Large-Scale Registry Creation. The Journal Of Arthroplasty 2024, 40: 1232-1238. PMID: 39477040, PMCID: PMC11985313, DOI: 10.1016/j.arth.2024.10.103.Peer-Reviewed Original ResearchConceptsObject detection modelDetection modelF1 scoreConformal predictionAverage precisionOut-of-domain imagesOut-of-domainPer-class F1-scoresUncertainty-awareMultilabel classifierEfficientNet modelIngestion pipelineLabel outputsClassification modelClassifierDomain detectionHeld-outMultilabelUncertainty quantificationModel performanceKnee imagesEfficientNetLarge-scaleHardwarePrecision
2023
THA-AID: Deep Learning Tool for Total Hip Arthroplasty Automatic Implant Detection With Uncertainty and Outlier Quantification
Rouzrokh P, Mickley J, Khosravi B, Faghani S, Moassefi M, Schulz W, Erickson B, Taunton M, Wyles C. THA-AID: Deep Learning Tool for Total Hip Arthroplasty Automatic Implant Detection With Uncertainty and Outlier Quantification. The Journal Of Arthroplasty 2023, 39: 966-973.e17. PMID: 37770007, DOI: 10.1016/j.arth.2023.09.025.Peer-Reviewed Original ResearchConceptsOut-of-domainDeep learningOut-of-domain test setsOutlier dataTest set accuracyDeep learning toolsLabel predictionHuman expertsIn-domainDL modelsCustomized frameworkPrediction uncertaintyConformal predictionDL toolsTest setAcetabular componentExternal testLearning toolsTime-consumingIn situ implantationUncertainty quantificationPerformanceAccuracyImplant detectionClassifier
2022
Prediction and Outlier Detection in Classification Problems
Guan L, Tibshirani R. Prediction and Outlier Detection in Classification Problems. Journal Of The Royal Statistical Society Series B Statistical Methodology 2022, 84: 524-546. PMID: 35910400, PMCID: PMC9305480, DOI: 10.1111/rssb.12443.Peer-Reviewed Original Research
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