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Updated: Mar 29, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Formative evaluation of a patient-specific clinical knowledge summarization tool.
Guilherme Del Fiol1, Javed Mostafa2, Dongqiuye Pu2
1Department of Biomedical Informatics, University of Utah, Salt Lake City, UT, USA.
A new computerized clinical knowledge summarization (CKS) tool helps physicians find answers quickly. Physicians using the CKS tool reported higher perceived decision quality compared to standard search methods.
Area of Science:
- Medical Informatics
- Clinical Decision Support Systems
- Health Information Technology
Background:
- Clinicians face challenges in efficiently accessing and synthesizing vast amounts of medical information.
- Existing search methods like UpToDate and PubMed can be time-consuming.
- There is a need for tools that can rapidly summarize clinical knowledge for direct application.
Purpose of the Study:
- To iteratively design and develop a prototype of a Computerized Clinical Knowledge Summarization (CKS) tool.
- To assess the usability, usefulness, efficiency, and impact of the CKS prototype on physicians' perceived decision quality.
- To compare the CKS prototype's performance against standard search of UpToDate and PubMed.
Main Methods:
- A mixed-methods approach was employed, observing 10 physicians interacting with the CKS prototype.
- Physicians used the CKS tool and standard search methods to answer clinical questions from case vignettes.
- Usability tasks and perceived decision quality were measured.
Main Results:
- The CKS tool effectively summarizes patient-specific, actionable recommendations from PubMed and UpToDate.
- Most usability tasks were completed successfully, with rapid task completion times for many items.
- Physicians reported significantly higher perceived decision quality using the CKS prototype compared to standard search, with no significant difference in search time.
Conclusions:
- The CKS prototype demonstrated good usability and usefulness among physicians.
- Physicians perceived improved decision quality when using the CKS tool, within comparable search times.
- Further research with larger sample sizes is needed to confirm efficiency and efficacy findings.
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