Overview of basic design recommendations for user-centered explanation interfaces for AI-based clinical decision support systems: A scoping review.

ABSTRACT:

Objective

The application of artificial intelligence (AI)-based clinical decision support systems (CDSS) in the healthcare domain is still limited. End-users' difficulty understanding how the outputs of opaque black AI models are generated contributes to this. It is still unknown which explanations are best presented to end users and how to design the interfaces they are presented in (explanation user interface, XUI). This article aims to provide an overview of recommendations for the user-centered design of XUIs from the scientific literature.

Methods

A scoping review was conducted to identify recommendations for the design of XUIs. Articles published between 2017 and 2022 in English or German, presenting original research or literature reviews, focusing on XUIs for end use

SUBMITTER: Jung IC 

PROVIDER: S-EPMC11758527 | biostudies-literature | 2025 Jan-Dec

REPOSITORIES: biostudies-literature