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

• Machine learning-based prediction of short- and long-term mortality for shared decision-making in older hip fracture patients: the Dutch Hip Fracture Audit algorithms in 74,396 cases

  2025 Acta Orthopaedica article Medicine Hip and Femur Fractures Open access

  9

  citations
• Development of Machine Learning Algorithms for Identifying Patients With Limited Health Literacy

  2024 Journal of Evaluation in Clinical Practice article Health Professions Health Literacy and Information Accessibility Open access

  3

  citations
• Reporting guidelines in medical artificial intelligence: a systematic review and meta-analysis

  2024 Communications Medicine review Medicine Artificial Intelligence in Healthcare and Education Open access

  152

  citations
• Machine Learning Did Not Outperform Conventional Competing Risk Modeling to Predict Revision Arthroplasty

  2024 Clinical Orthopaedics and Related Research article Medicine Total Knee Arthroplasty Outcomes Open access

  12

  citations
• Development of machine learning and multivariable models for predicting blood transfusion in head and neck microvascular reconstruction for risk‐stratified patient blood management

  2023 Head & Neck article Medicine Blood transfusion and management Open access

  11

  citations
• Overinterpretation of findings in machine learning prediction model studies in oncology: a systematic review

  2023 Journal of Clinical Epidemiology review Decision Sciences Meta-analysis and systematic reviews Open access

  41

  citations
• Development of machine-learning algorithms for 90-day and one-year mortality prediction in the elderly with femoral neck fractures based on the HEALTH and FAITH trials

  2023 Bone & Joint Open article Medicine Hip and Femur Fractures Open access

  17

  citations
• AI in Computational Pathology of Cancer: Improving Diagnostic Workflows and Clinical Outcomes?

  2023 Annual Review of Cancer Biology review Computer Science AI in cancer detection Open access

  42

  citations
• Patients With Femoral Neck Fractures Are at Risk for Conversion to Arthroplasty After Internal Fixation: A Machine‐learning Algorithm

  2022 Clinical Orthopaedics and Related Research article Medicine Hip and Femur Fractures Open access

  12

  citations
• Machine-learning derived algorithms for prediction of radiographic progression in early axial spondyloarthritis

  2022 Clinical and Experimental Rheumatology article Medicine Spondyloarthritis Studies and Treatments Open access

  7

  citations
• Guidelines and quality criteria for artificial intelligence-based prediction models in healthcare: a scoping review

  2022 npj Digital Medicine article Medicine Artificial Intelligence in Healthcare and Education Open access

  501

  citations
• Machine learning for image analysis in the cervical spine: Systematic review of the available models and methods

  2022 Brain and Spine review Engineering Medical Imaging and Analysis Open access

  10

  citations
• Development and technical validation of a smartphone‐based pediatric cough detection algorithm

  2021 Pediatric Pulmonology article Medicine Phonocardiography and Auscultation Techniques Open access

  23

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

  2021 Journal of Bone and Joint Surgery article Mathematics Statistical Methods in Epidemiology Open access

  51

  citations
• Deep Learning for Adjacent Segment Disease at Preoperative MRI for Cervical Radiculopathy

  2021 Radiology article Medicine Cervical and Thoracic Myelopathy

  34

  citations
• Reporting of prognostic clinical prediction models based on machine learning methods in oncology needs to be improved

  2021 Journal of Clinical Epidemiology article Decision Sciences Meta-analysis and systematic reviews Open access

  110

  citations
• Development and Technical Validation of a Smartphone-Based Cry Detection Algorithm

  2021 Frontiers in Pediatrics article Health Professions Infant Health and Development Open access

  10

  citations
• Artificial intelligence-based pathology for gastrointestinal and hepatobiliary cancers

  2020 Gut article Computer Science AI in cancer detection

  101

  citations

18 results