Variable generalization performance of a deep learning model to detect pneumonia in chest radiographs: A cross-sectional study

• Radiology AI Lab: Evaluation of Radiology Applications with Clinical End-Users

  2025 Journal of Imaging Informatics in Medicine article Medicine Artificial Intelligence in Healthcare and Education Open access

  3

  citations
• A sustainable neuromorphic framework for disease diagnosis using digital medical imaging

  2024 Computer Methods and Programs in Biomedicine Update article Engineering Advanced Memory and Neural Computing Open access

  5

  citations
• Generalizable Deep Learning for the Detection of Incomplete and Complete Retinal Pigment Epithelium and Outer Retinal Atrophy: A MACUSTAR Report

  2024 Translational Vision Science & Technology article Medicine Retinal Imaging and Analysis Open access

  7

  citations
• Reconstruction of patient-specific confounders in AI-based radiologic image interpretation using generative pretraining

  2024 Cell Reports Medicine article Computer Science Explainable Artificial Intelligence (XAI) Open access

  10

  citations
• Deep learning in rheumatological image interpretation

  2024 Nature Reviews Rheumatology review Medicine Artificial Intelligence in Healthcare and Education Open access

  24

  citations
• Enhancing domain generalization in the AI-based analysis of chest radiographs with federated learning

  2023 Scientific Reports article Medicine COVID-19 diagnosis using AI Open access

  26

  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 benchmark for neural network robustness in skin cancer classification

  2021 European Journal of Cancer article Medicine Cutaneous Melanoma Detection and Management Open access

  65

  citations
• The Influence of Inhomogeneous Input Data from Different Waves on Predictive Model Development for COVID-19 ICU Patients (Preprint)

  2021 preprint Computer Science Machine Learning in Healthcare Open access

  0

  citations
• Hidden Variables in Deep Learning Digital Pathology and Their Potential to Cause Batch Effects: Prediction Model Study

  2021 Journal of Medical Internet Research article Computer Science AI in cancer detection Open access

  64

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

  2020 Gut article Computer Science AI in cancer detection

  101

  citations
• Hidden Variables in Deep Learning Digital Pathology and Their Potential to Cause Batch Effects: Prediction Model Study (Preprint)

  2020 preprint Computer Science AI in cancer detection Open access

  0

  citations
• Artificial intelligence and radiomics in pediatric molecular imaging

  2020 Methods article Medicine Radiomics and Machine Learning in Medical Imaging

  22

  citations

15 results