Feasibility of Machine Learning and Logistic Regression Algorithms to Predict Outcome in Orthopaedic Trauma Surgery

Missing data in prediction research: A five step approach for multiple imputation, illustrated in the CENTER-TBI study

(2021) Benjamin Gravesteijn et al.   JOURNAL OF NEUROTRAUMA

Detecting scaphoid fractures in wrist injury: a clinical decision rule

(2020) Wouter H. Mallee et al.   ARCHIVES OF ORTHOPAEDIC AND TRAUMA SURGERY

Prognostic Research in Traumatic Brain Injury: Markers, Modeling, and Methodological Principles

(2020) Isabel R.A. Retel Helmrich et al.   JOURNAL OF NEUROTRAUMA

Regression shrinkage methods for clinical prediction models do not guarantee improved performance: Simulation study

(2020) Ben Van Calster et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

SMART on FHIR in spine: integrating clinical prediction models into electronic health records for precision medicine at the point of care

(2020) Aditya V. Karhade et al.   Spine Journal

Artificial intelligence in orthopaedics: false hope or not? A narrative review along the line of Gartner’s hype cycle

(2020) Jacobien H.F. Oosterhoff et al.   EFORT Open Reviews

A Machine Learning Algorithm to Identify Patients with Tibial Shaft Fractures at Risk for Infection After Operative Treatment

(2020)   JOURNAL OF BONE AND JOINT SURGERY-AMERICAN VOLUME

Penalization and shrinkage methods produced unreliable clinical prediction models especially when sample size was small

(2020) Richard D. Riley et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models

(2019) Evangelia Christodoulou et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Incidence, Predictors and Fracture Mapping of (Occult) Posterior Malleolar Fractures Associated with Tibial Shaft Fractures

(2019) Laurent A.M. Hendrickx et al.   JOURNAL OF ORTHOPAEDIC TRAUMA

The Incidence of Posterior Malleolar Involvement in Distal Spiral Tibia Fractures

(2018) Garret L. Sobol et al.   JOURNAL OF ORTHOPAEDIC TRAUMA

Machine Learning for Predicting Outcomes in Trauma

(2017) Nehemiah T. Liu et al.   SHOCK

Unsupervised random forest: a tutorial with case studies

(2016) Nelson Lee Afanador et al.   JOURNAL OF CHEMOMETRICS

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

Factors associated with adverse events after distal biceps tendon repair or reconstruction

(2016) Reinier B. Beks et al.   JOURNAL OF SHOULDER AND ELBOW SURGERY

The Amsterdam wrist rules: the multicenter prospective derivation and external validation of a clinical decision rule for the use of radiography in acute wrist trauma

(2015) Monique M. J. Walenkamp et al.   BMC MUSCULOSKELETAL DISORDERS

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

(2015) G. S. Collins et al.   BMJ-British Medical Journal

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

(2015) G. S. Collins et al.   BMJ-British Medical Journal

Modern modelling techniques are data hungry: a simulation study for predicting dichotomous endpoints

(2015) Tjeerd van der Ploeg 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

Calibration of Risk Prediction Models

(2014) Ben Van Calster et al.   MEDICAL DECISION MAKING

How to interpret a small increase in AUC with an additional risk prediction marker: decision analysis comes through

(2014) Stuart G. Baker et al.   STATISTICS IN MEDICINE

Gradient boosting machines, a tutorial

(2013) Alexey Natekin et al.   Frontiers in Neurorobotics

Predictors of fracture following suspected injury to the scaphoid

(2012) A. D. Duckworth et al.   JOURNAL OF BONE AND JOINT SURGERY-BRITISH VOLUME

Infirmity and Injury Complexity are Risk Factors for Surgical-site Infection after Operative Fracture Care

(2010) Abdo Bachoura et al.   CLINICAL ORTHOPAEDICS AND RELATED RESEARCH

Assessing the Performance of Prediction Models

(2009) Ewout W. Steyerberg et al.   EPIDEMIOLOGY

Randomized Trial of Reamed and Unreamed Intramedullary Nailing of Tibial Shaft Fractures

(2008) Mohit Bhandari et al.   JOURNAL OF BONE AND JOINT SURGERY-AMERICAN VOLUME