G. Lodde

Iterative user-centered evaluation of a context-driven clinical dashboard for melanoma treatment

This study evaluated a user-centered clinical dashboard using FHIR-Server data to improve information accessibility for physicians treating melanoma patients. Current electronic health record systems distribute critical information across multiple modules and prioritize billing and research over clinical decision-makin...

Beyond the Surface of Long-term Survival in Stage IV Melanoma: A Multicenter Cross-sectional Study.

eTracer: Polarity-Aware Evidence Grounding

This work formalizes polarity-aware evidence grounding: linking each response sentence to its contextual evidence with a supporting, contradicting, or irrelevant label, and proposes eTracer, a post-hoc framework whose context-aware signed scorer recovers the full evidence map in a single forward pass per response.

MAPLE: Medical Aspect-Based Summarization with Phrase-Level Evidence

A human-annotated benchmark that grounds each summarized claim in both cited sentences and contributory phrases within them and introduces a decoupled evaluation framework that separately scores content, traceability, and locatability, together with a proxy for the amount of source text a clinician must inspect to veri...