Author

Matteo Haupt

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Open access Aug 2026

Pediatric vs. Adult Pneumonia Detection: Quantifying Age-related Generalization Gaps in Zero-shot Multimodal Large Language Models.

Zero-shot multimodal LLMs show large age-related generalization gaps and clinically relevant error asymmetries in pediatric chest radiography, whereas a domain-trained convolutional neural network remains robust within its training domain.

Matteo Haupt, Martin H. Maurer · Academic Radiology · 0 citations

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