Recent advances in machine learning-enhanced extracellular vesicle omics for oncology

• TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods

  2024 BMJ article Decision Sciences Meta-analysis and systematic reviews Open access cited by 3 patents

  3,889

  citations
• Protocol for development of a reporting guideline (TRIPOD-AI) and risk of bias tool (PROBAST-AI) for diagnostic and prognostic prediction model studies based on artificial intelligence

  2021 BMJ Open article Decision Sciences Meta-analysis and systematic reviews Open access cited by 1 patent

  844

  citations
• Evaluation of clinical prediction models (part 1): from development to external validation

  2024 BMJ article Mathematics Statistical Methods in Epidemiology Open access

  737

  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
• 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
• Risk of bias of prognostic models developed using machine learning: a systematic review in oncology

  2022 Diagnostic and Prognostic Research review Mathematics Statistical Methods in Epidemiology Open access

  80

  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
• Larger sample sizes are needed when developing a clinical prediction model using machine learning in oncology: methodological systematic review

  2025 Journal of Clinical Epidemiology review Mathematics Statistical Methods in Epidemiology Open access

  33

  citations
• A multi-omics data analysis workflow packaged as a FAIR Digital Object

  2024 GigaScience article Decision Sciences Scientific Computing and Data Management Open access

  14

  citations
• Multimodal integration of longitudinal noninvasive diagnostics for survival prediction in immunotherapy using deep learning

  2025 Journal of the American Medical Informatics Association article Computer Science Machine Learning in Healthcare Open access

  12

  citations
• Development of a Sampling and Storage Protocol of Extracellular Vesicles (EVs)—Establishment of the First EV Biobank for Polytraumatized Patients

  2024 International Journal of Molecular Sciences article Biochemistry, Genetics and Molecular Biology Extracellular vesicles in disease Open access

  8

  citations

11 results