Implementing Machine Learning in Health Care — Addressing Ethical Challenges

• Available guidance for ethical challenges in learning health systems: an integrative literature review

  2026 Health Research Policy and Systems article Medicine Ethics in Clinical Research Open access

  1

  citations
• Empowering cancer research in Europe: the EUCAIM cancer imaging infrastructure

  2025 Insights into Imaging article Medicine Artificial Intelligence in Healthcare and Education Open access

  30

  citations
• The Omics‐Driven Machine Learning Path to Cost‐Effective Precision Medicine in Chronic Kidney Disease

  2025 PROTEOMICS article Medicine Chronic Kidney Disease and Diabetes Open access

  30

  citations
• Guidance for unbiased predictive information for healthcare decision-making and equity (GUIDE): considerations when race may be a prognostic factor

  2024 npj Digital Medicine article Social Sciences Ethics and Social Impacts of AI Open access

  32

  citations
• Metrics reloaded: recommendations for image analysis validation

  2024 Nature Methods article Computer Science Medical Image Segmentation Techniques Open access

  468

  citations
• The impact of site-specific digital histology signatures on deep learning model accuracy and bias

  2021 Nature Communications article Computer Science AI in cancer detection Open access

  320

  citations
• Swarm Learning for decentralized and confidential clinical machine learning

  2021 Nature article Computer Science Privacy-Preserving Technologies in Data Open access cited by 9 patents

  901

  citations
• The Impact of Digital Histopathology Batch Effect on Deep Learning Model Accuracy and Bias

  2020 bioRxiv (Cold Spring Harbor Laboratory) preprint Computer Science AI in cancer detection Open access

  25

  citations
• The Difficulty of Defining Sensitive Data – the Concept of Sensitive Data in the EU Data Protection Framework

  2020 SSRN Electronic Journal preprint Social Sciences Digitalization, Law, and Regulation Open access

  35

  citations

9 results