Neuer Artikel bei NeuroIS Retreat vorgestellt und in den Proceedings NeuroIS Retreat 2023 erschienen

(17.07.2023) Florian Leiser durfte unser Paper "How Experts Rely on Intuition in Medical Image Annotation – A Study Proposal", das er gemeinsam mit Simon Warsinsky, Manuel Schmidt-Kraepelin, Scott Thiebes und Ali Sunyaev geschrieben hatte, beim NeuroIS Retreat 2023 vorstellen. Das Retreat fand vom 30. Mai bis zum 01. Juni 2023 in Wien statt.

Ein Preprint des Artikels ist frei verfügbar unter: http://www.neurois.org/proceedings-of-the-neurois-retreat-2023/

Abstract:

Contemporary machine learning (ML) research discusses the benefits of including domain knowledge in data-driven models under the term informed ML. While scientific domain knowledge can be easily formalized and integrated, expert knowledge is rather tacit and informal. Intuition is considered a key driver of expert judgment but is especially difficult to measure and formalize. In this study, we propose a cognitive task analysis-inspired approach to investigate the role of intuition during medical image annotation with the aid of neurophysiological measurements. We aim to observe 15 experts during their annotation and analyze EEG and eye-tracking data to identify cues indicating intuition. This study should provide insights into expert decision-making and the role of intuition therein and serve as a first step toward a later formalization of expert judgment for expert-informed ML models.

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