Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task

Titus J. Brinker, Achim Hekler, Alexander Enk, +131

European Journal of Cancer

Superior skin cancer classification by the combination of human and artificial intelligence

Achim Hekler, Jochen Utikal, Alexander Enk, +102

European Journal of Cancer

A convolutional neural network trained with dermoscopic images performed on par with 145 dermatologists in a clinical melanoma image classification task

Titus J. Brinker, Achim Hekler, Alexander Enk, +132

European Journal of Cancer

Immune Cell–Poor Melanomas Benefit from PD-1 Blockade after Targeted Type I IFN Activation

Tobias Bald, Jennifer Landsberg, Dorys Lopez-Ramos, +11

Cancer Discovery

Pathologist-level classification of histopathological melanoma images with deep neural networks

Achim Hekler, Jochen Utikal, Alexander Enk, +10

European Journal of Cancer

Systematic outperformance of 112 dermatologists in multiclass skin cancer image classification by convolutional neural networks

Roman C. Maron, Michael Weichenthal, Jochen Utikal, +108

European Journal of Cancer

Multidimensional imaging provides evidence for down-regulation of T cell effector function by MDSC in human cancer tissue

Yu Si, Simon F. Merz, Philipp Jansen, +9

Science Immunology

Oncologic ImagingT-regulatory CellImmunologyImmunoeditingT Cells +16

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

Protein-Losing Enteropathy Is Associated with Clostridium difficile Diarrhea but Not with Asymptomatic Colonization: A Prospective, Case-Control Study

Michael L. Dansinger, Stuart Johnson, Philipp Jansen, +3

Clinical Infectious Diseases

NutritionDysbiosisGastroenterologyPathologyProtein-losing Enteropathy +15

Clinical and genetic analysis of melanomas arising in acral sites

Anne Zaremba, Rajmohan Murali, Philipp Jansen, +13

European Journal of Cancer

Acral SitesPhotocarcinogenesisSurgical PathologyMelanomaPathology +3