Deep learning outperformed 11 pathologists in the classification of histopathological melanoma images

Achim Hekler, Jochen Utikal, Alexander Enk, +11

European Journal of Cancer

Artificial Intelligence in Skin Cancer Diagnostics: The Patients' Perspective

Tanja Jutzi, Eva Krieghoff‐Henning, Tim Holland‐Letz, +9

Frontiers in Medicine

Artificial Intelligence and Its Effect on Dermatologists’ Accuracy in Dermoscopic Melanoma Image Classification: Web-Based Survey Study

Roman C. Maron, Jochen Utikal, Achim Hekler, +17

Journal of Medical Internet Research

Deep learning approach to predict lymph node metastasis directly from primary tumour histology in prostate cancer

Frederik Wessels, Max Schmitt, Eva Krieghoff‐Henning, +14

British Journal of Urology

Deep learning approach to predict sentinel lymph node status directly from routine histology of primary melanoma tumours

Titus J. Brinker, Lennard Kiehl, Max Schmitt, +21

European Journal of Cancer

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

Max Schmitt, Roman C. Maron, Achim Hekler, +14

Journal of Medical Internet Research

Effects of Label Noise on Deep Learning-Based Skin Cancer Classification

Achim Hekler, Jakob Nikolas Kather, Eva Krieghoff‐Henning, +21

Frontiers in Medicine

Convolutional Neural NetworkEngineeringMachine LearningDigital PathologyLabel Noise +18

Federated Learning for Decentralized Artificial Intelligence in Melanoma Diagnostics

Sarah Haggenmüller, Max Schmitt, Eva Krieghoff‐Henning, +29

JAMA Dermatology

Deep learning can predict survival directly from histology in clear cell renal cell carcinoma

Frederik Wessels, Max Schmitt, Eva Krieghoff‐Henning, +14

PLoS ONE

Convolutional Neural NetworkEngineeringMachine LearningDigital PathologyRenal Pathology +14

Measurement of plasminogen activator system components in plasma and tumor tissue extracts obtained from patients with breast cancer: an EORTC Receptor and Biomarker Group collaboration.

Nicolaï Grebenchtchikov, Teresa Maguire, Rikke Riisbro, +9

PubMed

Urokinase PaTumor BiologyBiomarker Group CollaborationUrologyOncology +13