Andrea Campagner

The need to separate the wheat from the chaff in medical informatics

2021 · 261 Zit. · International Journal of Medical Informatics

The importance of being external. methodological insights for the external validation of machine learning models in medicine

2021 · 241 Zit. · Computer Methods and Programs in Biomedicine

Bridging the “last mile” gap between AI implementation and operation: “data awareness” that matters

2020 · 107 Zit. · Annals of Translational Medicine

Rams, hounds and white boxes: Investigating human–AI collaboration protocols in medical diagnosis

2023 · 88 Zit. · Artificial Intelligence in Medicine

As if sand were stone. New concepts and metrics to probe the ground on which to build trustable AI

2020 · 46 Zit. · BMC Medical Informatics and Decision Making

Evidence-based XAI: An empirical approach to design more effective and explainable decision support systems

2024 · 37 Zit. · Computers in Biology and Medicine

Explainability and uncertainty: Two sides of the same coin for enhancing the interpretability of deep learning models in healthcare

2025 · 36 Zit. · International Journal of Medical Informatics

Studying human-AI collaboration protocols: the case of the Kasparov’s law in radiological double reading

2021 · 35 Zit. · Health Information Science and Systems

The Elephant in the Machine: Proposing a New Metric of Data Reliability and its Application to a Medical Case to Assess Classification Reliability

2020 · 26 Zit. · Applied Sciences

Painting the Black Box White: Experimental Findings from Applying XAI to an ECG Reading Setting

2023 · 20 Zit. · Machine Learning and Knowledge Extraction

Decisions are not all equal—Introducing a utility metric based on case-wise raters’ perceptions

2022 · 14 Zit. · Computer Methods and Programs in Biomedicine

Color Shadows (Part I): Exploratory Usability Evaluation of Activation Maps in Radiological Machine Learning

2022 · 14 Zit. · Lecture notes in computer science

To Err is (only) Human. Reflections on How to Move from Accuracy to Trust for Medical AI

2021 · 11 Zit. · Lecture notes in information systems and organisation

Let Me Think! Investigating the Effect of Explanations Feeding Doubts About the AI Advice

2023 · 10 Zit. · Lecture notes in computer science

The Tower of Babel in Explainable Artificial Intelligence (XAI)

2023 · 9 Zit. · Lecture notes in computer science