AI Article Synopsis
- Artificial Intelligence (AI) has the potential to enhance clinical decision-making in medicine, particularly for diagnosing central nervous system (CNS) tumors through imaging methods.
- Despite promising theoretical AI solutions like IBM's Watson, actual use in clinical settings is limited due to challenges in integrating the technology with healthcare practices.
- This study utilized User-Centered Design (UCD) to create an explainable AI tool for clinicians by iterating through design phases, which led to functional prototypes aimed at improving the diagnosis process for CNS tumors.
Article Abstract
Artificial Intelligence (AI) is well-suited to help support complex decision-making tasks within clinical medicine, including clinical imaging applications like radiographic differential diagnosis of central nervous system (CNS) tumors. So far, there have been numerous examples of theoretical AI solutions for this space, for example, large-scale corporate efforts like IBM's Watson AI. However, clinical implementation remains limited due to factors related to the alignment of this technology in the clinical setting. User-Centered Design (UCD) is a design philosophy that focuses on developing tailored solutions for specific users or user groups. In this study, we applied UCD to develop an explainable AI tool to support clinicians in our use case. Through four design iterations, starting from basic functionality and visualizations, we progressed to functional prototypes in a realistic testing environment. We discuss our motivation and approach for each iteration, along with key insights gained. This UCD process has advanced our conceptual idea from feasibility testing to interactive functional AI interfaces designed for specific clinical and cognitive tasks. It has also provided us with directions to develop further an AI system for the non-invasive diagnosis of CNS tumors.
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| http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11235084 | PMC |
| http://dx.doi.org/10.1109/vahc60858.2023.00008 | DOI Listing |
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