Balancing transparency and control: The impact of AI explanation detail on user perception in automated vehicles

Jakob Peintner; Carina Manger; Melanie Berger; Andreas Riener

doi:10.1016/j.trip.2025.101742

Balancing transparency and control: The impact of AI explanation detail on user perception in automated vehicles

Jakob Peintner^*
, Carina Manger
, Melanie Berger
, Andreas Riener

^*Corresponding author for this work

Institute of Pervasive Computing

Research output: Contribution to journal › Article › peer-review

Original language	English
Article number	101742
Number of pages	15
Journal	Transportation Research Interdisciplinary Perspectives
Volume	34
DOIs	https://doi.org/10.1016/j.trip.2025.101742
Publication status	Published - Nov 2025

Fields of science

102 Computer Sciences
102009 Computer simulation
102020 Medical informatics
102013 Human-computer interaction
102019 Machine learning
211902 Assistive technologies
102022 Software development
202017 Embedded systems
211912 Product design
102021 Pervasive computing
102025 Distributed systems

JKU Focus areas

Digital Transformation

Access to Document

10.1016/j.trip.2025.101742

Cite this

@article{f1e9dd09b3f546ba91e1d47cbc544644,

title = "Balancing transparency and control: The impact of AI explanation detail on user perception in automated vehicles",

keywords = "Automated driving, Cooperative control, Explainable AI, Explanation levels, Sense of control, User study",

author = "Jakob Peintner and Carina Manger and Melanie Berger and Andreas Riener",

note = "Publisher Copyright: {\textcopyright} 2025 The Authors.",

year = "2025",

month = nov,

doi = "10.1016/j.trip.2025.101742",

language = "English",

volume = "34",

journal = "Transportation Research Interdisciplinary Perspectives",

}

TY - JOUR

T1 - Balancing transparency and control

T2 - The impact of AI explanation detail on user perception in automated vehicles

AU - Peintner, Jakob

AU - Manger, Carina

AU - Berger, Melanie

AU - Riener, Andreas

PY - 2025/11

Y1 - 2025/11

KW - Automated driving

KW - Cooperative control

KW - Explainable AI

KW - Explanation levels

KW - Sense of control

KW - User study

UR - https://www.scopus.com/pages/publications/105021919054

U2 - 10.1016/j.trip.2025.101742

DO - 10.1016/j.trip.2025.101742

M3 - Article

AN - SCOPUS:105021919054

VL - 34

JO - Transportation Research Interdisciplinary Perspectives

JF - Transportation Research Interdisciplinary Perspectives

M1 - 101742

ER -

Balancing transparency and control: The impact of AI explanation detail on user perception in automated vehicles

Fields of science

JKU Focus areas

Access to Document

Other files and links

Cite this