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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 …
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 …
(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 …
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 …
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 …
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
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 …
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
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 …
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 …
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 …
(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 …
shown to be inaccurate, although essential for streamlining operating room efficiency …