From hype to reality: data science enabling personalized medicine

• Applications of machine learning and deep learning in musculoskeletal medicine: a narrative review

  2025 European journal of medical research review Medicine Artificial Intelligence in Healthcare and Education Open access

  7

  citations
• A hybrid modeling framework for generalizable and interpretable predictions of ICU mortality across multiple hospitals

  2024 Scientific Reports article Computer Science Machine Learning in Healthcare Open access

  8

  citations
• A Hybrid Modeling Framework for Generalizable and Interpretable Predictions of ICU Mortality: Leveraging ICD Codes in a Multi-Hospital Study of Mechanically Ventilated Influenza Patients

  2023 Research Square preprint Computer Science Machine Learning in Healthcare Open access

  2

  citations
• What prevents us from reusing medical real-world data in research

  2023 Scientific Data data-paper Health Professions Electronic Health Records Systems Open access

  40

  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
• Computational Simulation of Virtual Patients Reduces Dataset Bias and Improves Machine Learning-Based Detection of ARDS from Noisy Heterogeneous ICU Datasets

  2023 IEEE Open Journal of Engineering in Medicine and Biology article Computer Science Machine Learning in Healthcare Open access

  12

  citations
• Computational simulation of virtual patients reduces dataset bias and improves machine learning-based detection of ARDS from noisy heterogeneous ICU datasets

  2022 medRxiv preprint Computer Science Machine Learning in Healthcare Open access

  4

  citations
• Application of convex hull analysis for the evaluation of data heterogeneity between patient populations of different origin and implications of hospital bias in downstream machine-learning-based data processing: A comparison of 4 critical-care patient datasets

  2022 Frontiers in Big Data article Computer Science Machine Learning in Healthcare Open access

  12

  citations
• A training strategy for hybrid models to break the curse of dimensionality

  2022 PLoS ONE article Health Professions Artificial Intelligence in Healthcare Open access

  11

  citations
• Future Medical Artificial Intelligence Application Requirements and Expectations of Physicians in German University Hospitals: Web-Based Survey

  2021 Journal of Medical Internet Research article Medicine Artificial Intelligence in Healthcare and Education Open access

  137

  citations
• Future Medical Artificial Intelligence Application Requirements and Expectations of Physicians in German University Hospitals: Web-Based Survey (Preprint)

  2020 preprint Medicine Artificial Intelligence in Healthcare and Education Open access

  2

  citations
• Big Data und künstliche Intelligenz in der Medizin

  2020 Springer eBooks book-chapter Medicine Artificial Intelligence in Healthcare and Education

  0

  citations

12 results