Developing a Machine Learning Algorithm to Predict Probability of Retear and Functional Outcomes in Patients Undergoing Rotator Cuff Repair Surgery: Protocol for a Retrospective, Multicentre Study.
BMJ open
2023
Allaart LJH, Spanning SV, Lafosse L, Lafosse T, Ladermann A, Athwal GS, Hendrickx LAM, Doornberg JN, van den Bekerom MPJ, Buijze GA; Machine Learning Consortium.
[ pubmed ]
Patients With Femoral Neck Fractures Are at Risk for Conversion to Arthroplasty After Internal Fixation: A Machine-learning Algorithm.
Journal of Clinical orthopaedics and related research
2022
van de Kuit A, Oosterhoff JHF, Dijkstra H, Sprague S, Bzovsky S, Bhandari M, Swiontkowski M, Schemitsch EH, IJpma FFA, Poolman RW, Doornberg JN, Hendrickx LAM; , the Machine Learning Consortium and FAITH Investigators.
[ pubmed ]
Development and External Validation of Automated Detection, Classification, and Localization of Ankle Fractures: Inside the Black Box of a Convolutional Neural Network (CNN).
EUROPEAN JOURNAL OF TRAUMA AND EMERGENCY SURGERY
2022
Prijs J, Liao Z, To MS, Verjans J, Jutte PC, Stirler V, Olczak J, Gordon M, Guss D, DiGiovanni CW, Jaarsma RL, IJpma FFA, Doornberg JN, Machine Learning Consortium.
[ PUBMED ]
Artificial Intelligence Fracture Recognition on Computed Tomography: Review of Literature and Recommendations.
EUROPEAN JOURNAL OF TRAUMA AND EMERGENCY SURGERY
2022
Dankelman LHM, Schilstra S, IJpma FFA, Doornberg JN, Colaris JW, Verhofstad MHJ, Wijffels MME, Prijs J, Machine Learning Consortium.
[ PUBMED ]
Development and Training of A Machine Learning Algorithm to Identify Patients at Risk for Recurrence Following an Arthroscopic Bankart Repair (CLEARER): Protocol for A Retrospective, Multicentre, Cohort Study.
BMJ OPEN
2022
van Spanning SH, Verweij LPE, Allaart LJH, Hendrickx LAM, Doornberg JN, Athwal GS, Lafosse T, Lafosse L, van den Bekerom MPJ, Buijze GA, Machine Learning Consortium.
[ PUBMED ]
Artificial Intelligence and Computer Vision in Orthopaedic Trauma: the Why, What, and How.
THE BONE AND JOINT JOURNAL
2022
Prijs J, Liao Z, Ashkani-Esfahani S, Olczak J, Gordon M, Jayakumar P, Jutte PC, Jaarsma RL, IJpma FFA, Doornberg JN, Machine Learning Consortium.
[ PUBMED ]
A Machine Learning Algorithm to Estimate the Probability of a True Scaphoid Fracture After Wrist Trauma.
JOURNAL OF HAND SURGERY AMERICAN
2022
Bulstra AEJ, Machine Learning Consortium.
[ PUBMED ]
Feasibility of Machine Learning and Logistic Regression Algorithms to Predict Outcome in Orthopaedic Trauma Surgery
JOURNAL OF BONE AND JOINT SURGERY AMERICAN
2022
Jacobien H F Oosterhoff, Benjamin Y Gravesteijn, Aditya Karhade, Ruurd L Jaarsma, Gino M M J Kerkhoffs, David Ring, Joseph H Schwab, Ewout Steyerberg, Job N Doornberg, Machine Learning Consortium
[ PUBMED ]
An Increasing Number of Convolutional Neural Networks for Fracture Recognition and Classification in Orthopaedics: Are these Externally Validated and Ready for Clinical Application?
BONE AND JOINT OPEN
2021
Luisa Oliveira E Carmo, Anke van den Merkhof, Jakub Olczak, Max Gordon, Paul C Jutte, Ruurd L Jaarsma, Frank F A IJpma, Job N Doornberg, Jasper Prijs, Machine Learning Consortium
[ PUBMED ]
A Machine Learning Algorithm to Identify Patients at Risk of Unplanned Subsequent Surgery After Intramedullary Nailing for Tibial Shaft Fractures
JOURNAL OF ORTHOPAEDIC TRAUMA
2021
Machine Learning Consortium on behalf of the SPRINT Investigators
[ PUBMED ]
A Machine Learning Algorithm to Identify Patients with Tibial Shaft Fractures at Risk for Infection After Operative Treatment
JOURNAL OF BONE AND JOINT SURGERY AMERICAN
2021
Machine Learning Consortium, on behalf of the SPRINT and FLOW Investigators
[ PUBMED ]
Artificial Intelligence in Orthopaedics: False Hope or Not? a Narrative Review Along the Line of Gartner's Hype Cycle
EFORT OPEN REVIEWS
2021
Jacobien H F Oosterhoff, Job N Doornberg, Machine Learning Consortium
[ PUBMED ]
A Machine Learning Algorithm to Predict the Probability of (Occult) Posterior Malleolar Fractures Associated With Tibial Shaft Fractures to Guide "Malleolus First" Fixation
JOURNAL OF ORTHOPAEDIC TRAUMA
2021
L.A.M. Hendrickx, Garret L Sobol, David W G Langerhuizen, Anne Eva J Bulstra, Jeremy Hreha, Sheila Sprague, Michael S Sirkin, David Ring, Gino M M J Kerkhoffs, Ruurd L Jaarsma, Job N Doornberg, Machine Learning Consortium