User-Centered Development of Explanation User Interfaces for AI-Based CDSS: Lessons Learned from Early Phases.

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  • Additional Information
    • Source:
      Publisher: IOS Press Country of Publication: Netherlands NLM ID: 9214582 Publication Model: Print Cited Medium: Internet ISSN: 1879-8365 (Electronic) Linking ISSN: 09269630 NLM ISO Abbreviation: Stud Health Technol Inform Subsets: MEDLINE
    • Publication Information:
      Original Publication: Amsterdam ; Washington, DC : IOS Press, 1991-
    • Subject Terms:
      User-Computer Interface* ; Decision Support Systems, Clinical* ; Artificial Intelligence*; User-Centered Design ; Humans ; Intensive Care Units
    • Abstract:
      This paper reports lessons learned during the early phases of the user-centered design process for an explanation user interface for an AI-based clinical decision support system for the intensive care unit. This paper focuses on identifying and verifying physicians' explanation needs in a multi-center, multi-country project. The explanation needs identified through context analysis and user requirements prioritization in an initial center differed from those identified through questionnaire responses from N= 9 physicians after a multi-center project workshop. These results highlight the caution that should be taken when eliciting explanation needs during the user-centered design process.
    • Contributed Indexing:
      Keywords: Clinical Decision Support System; Explanation User Interface; Usability; User-Centered Design; XAI
    • Publication Date:
      Date Created: 20240823 Date Completed: 20240823 Latest Revision: 20240823
    • Publication Date:
      20240823
    • Accession Number:
      10.3233/SHTI240478
    • Accession Number:
      39176806