Availability and reporting quality of external validations of machine-learning prediction models with orthopedic surgical outcomes: a systematic review

How Does the Skeletal Oncology Research Group Algorithm’s Prediction of 5-year Survival in Patients with Chondrosarcoma Perform on International Validation?

(2020) Michiel E. R. Bongers et al.   CLINICAL ORTHOPAEDICS AND RELATED RESEARCH

Does the SORG algorithm generalize to a contemporary cohort of patients with spinal metastases on external validation?

(2020) Michiel E.R. Bongers et al.   Spine Journal

Validation of PATHFx 2.0: An open‐source tool for estimating survival in patients undergoing pathologic fracture fixation

(2020) Archie L. Overmann et al.   JOURNAL OF ORTHOPAEDIC RESEARCH

PROBAST: A Tool to Assess the Risk of Bias and Applicability of Prediction Model Studies

(2019) Robert F. Wolff et al.   ANNALS OF INTERNAL MEDICINE

Can Machine Learning Methods Produce Accurate and Easy-to-use Prediction Models of 30-day Complications and Mortality After Knee or Hip Arthroplasty?

(2019) Alex H. S. Harris et al.   CLINICAL ORTHOPAEDICS AND RELATED RESEARCH

Does the SORG Algorithm Predict 5-year Survival in Patients with Chondrosarcoma? An External Validation

(2019) Michiel E. R. Bongers et al.   CLINICAL ORTHOPAEDICS AND RELATED RESEARCH

Preoperative Prediction of Value Metrics and a Patient-Specific Payment Model for Primary Total Hip Arthroplasty: Development and Validation of a Deep Learning Model

(2019) Prem N. Ramkumar et al.   JOURNAL OF ARTHROPLASTY

Reporting of artificial intelligence prediction models

(2019) Gary S Collins et al.   LANCET

Deep Learning Preoperatively Predicts Value Metrics for Primary Total Knee Arthroplasty: Development and Validation of an Artificial Neural Network Model

(2019) Prem N. Ramkumar et al.   JOURNAL OF ARTHROPLASTY

Transfusion after total knee arthroplasty can be predicted using the machine learning algorithm

(2019) Changwung Jo et al.   KNEE SURGERY SPORTS TRAUMATOLOGY ARTHROSCOPY

Prediction of survival after surgical management of femoral metastatic bone disease – A comparison of prognostic models

(2019) Charles Meares et al.   Journal of Bone Oncology

External Validation of the SORG 90-day and One-Year Machine Learning Algorithms for Survival in Spinal Metastatic Disease

(2019) Aditya V. Karhade et al.   Spine Journal

Identifying the Prognosis Factors and Predicting the Survival Probability in Patients with Non‐Metastatic Chondrosarcoma from the SEER Database

(2019) Runzhi Huang et al.   Orthopaedic Surgery

External Validation of PATHFx Version 3.0 in Patients Treated Surgically and Non-surgically for Symptomatic Skeletal Metastases

(2019) Ashley B. Anderson et al.   CLINICAL ORTHOPAEDICS AND RELATED RESEARCH

Can Machine-learning Techniques Be Used for 5-year Survival Prediction of Patients With Chondrosarcoma?

(2018) Quirina C. B. S. Thio et al.   CLINICAL ORTHOPAEDICS AND RELATED RESEARCH

Development of machine learning algorithms for prediction of discharge disposition after elective inpatient surgery for lumbar degenerative disc disorders

(2018) Aditya V. Karhade et al.   Neurosurgical Focus

Can We Estimate Short- and Intermediate-term Survival in Patients Undergoing Surgery for Metastatic Bone Disease?

(2016) Jonathan A. Forsberg et al.   CLINICAL ORTHOPAEDICS AND RELATED RESEARCH

Guidelines for Developing and Reporting Machine Learning Predictive Models in Biomedical Research: A Multidisciplinary View

(2016) Wei Luo et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

How do we estimate survival? External validation of a tool for survival estimation in patients with metastatic bone disease—decision analysis and comparison of three international patient populations

(2015) Andrea Piccioli et al.   BMC CANCER

Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD Statement

(2015) Gary S Collins et al.   BMC Medicine

External validation of new risk prediction models is infrequent and reveals worse prognostic discrimination

(2015) George C.M. Siontis et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets

(2015) Takaya Saito et al.   PLoS One

External validation of multivariable prediction models: a systematic review of methodological conduct and reporting

(2014) Gary S Collins et al.   BMC Medical Research Methodology

Towards better clinical prediction models: seven steps for development and an ABCD for validation

(2014) E. W. Steyerberg et al.   EUROPEAN HEART JOURNAL

Risk Prediction Models for Patients With Chronic Kidney Disease

(2013) Navdeep Tangri et al.   ANNALS OF INTERNAL MEDICINE

Prognosis Research Strategy (PROGRESS) 3: Prognostic Model Research

(2013) Ewout W. Steyerberg et al.   PLOS MEDICINE

External validation of the Bayesian Estimated Tools for Survival (BETS) models in patients with surgically treated skeletal metastases

(2012) Jonathan Agner Forsberg et al.   BMC CANCER

Reporting and Methods in Clinical Prediction Research: A Systematic Review

(2012) Walter Bouwmeester et al.   PLOS MEDICINE

Developing risk prediction models for type 2 diabetes: a systematic review of methodology and reporting

(2011) Gary S Collins et al.   BMC Medicine

Estimating Survival in Patients with Operable Skeletal Metastases: An Application of a Bayesian Belief Network

(2011) Jonathan Agner Forsberg et al.   PLoS One