Machine learning algorithms predict within one size of the final implant ultimately used in total knee arthroplasty with good-to-excellent accuracy

KN Kunze, EM Polce, A Patel, PM Courtney… - Knee Surgery, Sports …, 2022 - Springer
Purpose To develop a novel machine learning algorithm capable of predicting TKA implant
sizes using a large, multicenter database. Methods A consecutive series of primary TKA …

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
Introduction Anticipation of patient-specific component sizes prior to total knee arthroplasty
(TKA) is essential to avoid excessive cost associated with additional surgical trays and …

Demographic data is more predictive of component size than digital radiographic templating in total knee arthroplasty

SJ Wallace, MP Murphy, CJ Schiffman… - Knee Surgery & Related …, 2020 - Springer
Background Preoperative radiographic templating for total knee arthroplasty (TKA) has been
shown to be inaccurate. Patient demographic data, such as gender, height, weight, age, and …

[HTML][HTML] Machine learning predicts femoral and tibial implant size mismatch for total knee arthroplasty

EM Polce, KN Kunze, KM Paul, BR Levine - Arthroplasty Today, 2021 - Elsevier
Background Despite reasonable accuracy with preoperative templating, the search for an
optimal planning tool remains an unsolved dilemma. The purpose of the present study was …

Predicting implant size in total knee arthroplasty using demographic variables: linear regression and Bayesian modelling

JL Blevins, V Rao, Y Chiu, S Lyman… - The bone & joint …, 2020 - boneandjoint.org.uk
Aims The purpose of this investigation was to determine the relationship between height,
weight, and sex with implant size in total knee arthroplasty (TKA) using a multivariate linear …

Development of an artificial intelligence model for predicting implant size in total knee arthroplasty using simple X-ray images

Y Yu, YJ Cho, S Park, YH Kim, TS Goh - Journal of Orthopaedic Surgery …, 2024 - Springer
Background Accurate estimation of implant size before surgery is crucial in preparing for
total knee arthroplasty. However, this task is time-consuming and labor-intensive. To …

Compilation and analysis of web-based Orthopedic Personalized Predictive Tools: a sco** review

P Curtin, A Conway, L Martin, E Lin… - Journal of Personalized …, 2020 - mdpi.com
Web-based personalized predictive tools in orthopedic surgery are becoming more widely
available. Despite rising numbers of these tools, many orthopedic surgeons may not know …

Can component size in total knee arthroplasty be predicted Preoperatively?—An analysis of patient characteristics

BH Naylor, JT Butler, B Kuczynski… - The Journal of Knee …, 2023 - thieme-connect.com
Accurately predicting component sizing in total knee arthroplasty (TKA) can ensure
appropriate implants are readily available, avoiding complications from malsizing while also …

[HTML][HTML] Patient demographics and anthropometric measurements predict tibial and femoral component sizing in total knee arthroplasty

D Marino, J Patel, JM Popovich Jr, J Cochran - Arthroplasty today, 2020 - Elsevier
Background Accurate sizing is critical for the overall success of a total knee arthroplasty
(TKA). This study's primary purpose was to investigate the ability to predict the tibial and …

Demographic data reliably predicts total hip arthroplasty component size

MP Murphy, AM Boubekri, JJ Myall, SJ Ralles… - The Journal of …, 2022 - Elsevier
Background Preoperative radiographic templating for total hip arthroplasty (THA) has been
shown to be inaccurate, although essential for streamlining operating room efficiency …