Internal validation of a predictive model for satisfaction after primary total knee arthroplasty

KN Kunze, F Akram, BC Fuller, L Zabawa… - … Journal of Arthroplasty, 2019 - Elsevier
… As the number of total knee arthroplasty (TKA) procedures … The purpose of this study is to
internally validate a predictive … The purpose of this study is to internally validate a similar 11-…

External validity of a new prediction model for patient satisfaction after total knee arthroplasty

TE Calkins, C Culvern, CR Nahhas… - … Journal of arthroplasty, 2019 - Elsevier
… A previously published, internally validated 10-question PMPS was unable to predict
satisfaction after TKA in our external study sample. This study emphasizes the difficulty of …

Clinical and statistical validation of a probabilistic prediction tool of total knee arthroplasty outcome

JG Twiggs, EA Wakelin, BA Fritsch, DW Liu… - … Journal of Arthroplasty, 2019 - Elsevier
… ], by externally validating the model for predicting 12-month Oxford Knee Scores. This study
… value of 0.176 under internal validation and 0.211 with external validation, somewhat lower …

… external validation of the generalizability of machine learning algorithms in predicting non-home discharge disposition following primary total knee joint arthroplasty

TLW Chen, A Buddhiraju, HH Seo, MA Subih… - … Journal of Arthroplasty, 2023 - Elsevier
… Nonhome discharge disposition following primary total knee arthroplasty (TKA) is associated
internal and external validations using nation-scale and institutional cohorts, respectively. …

Comparing external and internal validation methods in correcting outcome misclassification bias in logistic regression: a simulation study and application to the case …

J Ni, K Dasgupta, SR Kahn, D Talbot… - … and Drug Safety, 2019 - Wiley Online Library
… external validation studies and for internal validation studies … is required, and internal
validation approaches should adjust … estimates from the internal validation subsample to derive …

[HTML][HTML] Validation of the KOOS, JR: a short-form knee arthroplasty outcomes survey

S Lyman, YY Lee, PD Franklin, W Li, MB Cross… - … and Related Research®, 2016 - Springer
knee. We sought to validate that short-form survey in terms of internal consistency, external
validity (versus KOOS and WOMAC domains), responsiveness, and floor and ceiling effects. …

[HTML][HTML] Development and internal validation of machine learning algorithms to predict patient satisfaction after total hip arthroplasty

S Zhang, JY Chen, HN Pang, NN Lo, SJ Yeo… - Arthroplasty, 2021 - Springer
… All ML models were trained using 5-fold stratified cross-validation in the training set to …
The influence of expectation modification in knee arthroplasty on satisfaction of patients: a …

Validation and performance of a machine-learning derived prediction guide for total knee arthroplasty component sizing

KN Kunze, EM Polce, A Patel, PM Courtney… - Archives of Orthopaedic …, 2021 - Springer
… The purpose of the current study was to develop and internally validate machine learning
(ML) algorithms for accurate TKA component size prediction with the ability to make predictions …

Validation and generalizability of machine learning models for the prediction of discharge disposition following revision total knee arthroplasty

A Buddhiraju, TLW Chen, MA Subih, HH Seo… - … Journal of Arthroplasty, 2023 - Elsevier
… trained and internally validated (five-fold cross-validation) on … compared to the external
validation cohort (12.8 versus 8.7%… in the internal validation cohort than in the external validation

Risk prediction tools for hip and knee arthroplasty

DW Manning, AI Edelstein, HM Alvi - JAAOS-Journal of the …, 2016 - journals.lww.com
Internal validation refers to the use of the source dataset to validate the generated tool’s …
Temporal validation—the prospective evaluation of the model on the source population at a …