Author

Arne Bischoff

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Open access Jul 2026

Benchmarking Multimodal Large Language Models for Cardiopulmonary Findings on Chest Radiographs: Sex-Stratified Discrimination and Operating Characteristics

Commercial MLLMs differ considerably in operating profiles, ranging from ultraconservative to aggressive detection, so that strong aggregate discrimination can mask sensitivity too low for reliable detection.

Matteo Haupt, Arne Bischoff, Myriam Atoubi et al. · Diagnostics · 0 citations