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1. Artificial Intelligence-Supported Patient-Centered Clinical Decision Support: A Summary of Considerations | CDSiC
   cdsic.ahrq.gov/cdsic/AI-topic-highlight
   June 18, 2025 - However, concerns about data accuracy, transparency, and automation bias pose risks to patient safety

2. Implementation, Adoption, and Scaling Workgroup: Landscape Assessment on the Use of Artificial Intelligence To Scale PC CDS (pdf file)
   cdsic.ahrq.gov/sites/default/files/2024-07/Final%20IAS_AI%20Landscape%20Assessment%206.24.24%20(003).pdf
   January 01, 2024 - • Strategies for ensuring patient safety. … • Strategies for ensuring patient safety. … • Strategies for Ensuring Patient Safety. … • Strategies for Ensuring Patient Safety. … https://www.jointcommission.org/resources/news-and-multimedia/newsletters/newsletters/quick-safety/quick-safety-issue

3. Final Workgroup Charter: CDS Outcomes and Objectives (pdf file)
   cdsic.ahrq.gov/sites/default/files/2022-05/Final%20Workgroup%20Charter_CDS%20Outcomes%20and%20Objectives_DTP%20Formatted.pdf
   January 01, 2022 - dissemination of research evidence into clinical practice through PC CDS, 2) measure PC CDS intervention safety … ■ Explore measurement criteria for the safety of PC CDS interventions (e.g., to evaluate safety … Final Charter April 2022 ■ Develop a PC CDS framework that helps measure and monitor the design safety

4. Artificial Intelligence-Supported Patient-Centered Clinical Decision Support: A Summary of Considerations (pdf file)
   cdsic.ahrq.gov/sites/default/files/2025-06/IAS%20Topic%20Highlight%20AI%20and%20PC%20CDS_508%20Compliant.pdf
   January 01, 2025 - clinicians during patient care,18 meaning they have more time to focus on the patients and patient safety … These practices can help promote trust in AI-supported PC CDS and improve its safety.12,31,32,33 … addition to the promising practices described above, PC CDS developers and clinicians should promote safety … Action Steps To Improve Patient Safety • Conduct regular monitoring and testing of tools to reduce … Action Steps To Improve Patient Safety Conclusion References

5. PC CDS Planning, Implementation, and Reporting Checklist (pdf file)
   cdsic.ahrq.gov/sites/default/files/2024-09/Final_MO%20PC%20CDS%20Planning%20and%20Reporting%20Tool_0.pdf
   January 01, 2024 - at a Glance • For reporting on the needs of the organization (e.g., to improve care quality and/or safety … is the process of identifying the needs of the organization (e.g., to improve care quality and/or safety … and Patient-Centered Activities Business Case Assessment Describe Identified Clinical Quality/Safety … ☐ Not Applicable ☐ Task Description Changes in clinical (e.g., health outcomes, patient safety)

6. CDSiC CDS Outcomes and Objectives Workgroup Charter - Base Period | CDSiC
   cdsic.ahrq.gov/cdsic/cds-outcomes-objectives-workgroup-charter
   April 30, 2022 - the knowledge of clinical decision support (CDS) experts to ensure we have measures to evaluate the safety

7. PC CDS Performance Measurement Inventory (xls file)
   cdsic.ahrq.gov/sites/default/files/2023-09/SMD%20PC%20CDS%20Performance%20Measurement%20Inventory_FINAL_9.19.23.xlsx
   January 01, 2023 - Design User-centered design User interface design Assesses user perceptions of usability Patient-safety … Use, Perceived Usability, and Barriers to Implementation of a Patient Safety Dashboard Integrated within … Quality & Safety in Health Care. 2008; 17 (6): 464-468. doi: 10.1136/qshc.2006.021790. … Quality & Safety in Health Care. 2008; 17 (6): 464-468. doi: 10.1136/qshc.2006.021790. 3. Thiel, S. … safety events or adverse drug events (ADEs) All Outcome Summative Care Team Quantitative Electronic

8. Exploring How Artificial Intelligence (AI) Can Enhance Patient-Centered Clinical Decision Support | CDSiC
   cdsic.ahrq.gov/cdsic/AI-viewpoint
   February 25, 2025 - healthcare continues to grow, there is increasing awareness of the need to ensure the trustworthiness and safety … Strategies to ensure patient safety and privacy focus on addressing ethical principles, addressing differences … priority areas for the CDSiC to consider pursuing related to AI, including implications for patient safety

9. Scaling, Measurement, and Dissemination Workgroup: (pdf file)
   cdsic.ahrq.gov/sites/default/files/2023-09/SMD%20PC%20CDS%20Performance%20Measurement%20Inventory%20User%20Guide_FINAL_9.19.23.pdf
   January 01, 2023 - .............................................................................. 13 3.3.5 Policy and Safety … Measure constructs of policy and safety compliance center on healthcare process outcomes. … Patient Safety and Quality: An Evidence-Based Handbook for Nurses. … Overriding of drug safety alerts in computerized physician order entry. … BMJ Quality & Safety. 2003;12(2):93-99. 86 Kaushal R, Shojania KG, Bates DW.

10. Scaling, Measurement, and Dissemination of CDS Workgroup: PC CDS Planning, Implementation, and Reporting Checklist (pdf file)
    cdsic.ahrq.gov/sites/default/files/2023-08/Checklist_SMD%20Planning%20Implementation%20Reporting_508fillable.pdf
    January 01, 2023 - Activities Implementation Subdomain: Business Case Assessment Describe Identified Clinical Quality/Safety … Rank usability problems based on severity and their potential impact on patient safety. … Changes in clinical (e.g., health outcomes, patient safety), health system (e.g., cost, provider … assessments: Task Addressed_28: Off Who Addressed the task "Describe Identified Clinical Quality/Safety … Describe How You Will (or Did) Address the Implementation Task "Describe Identified Clinical Quality/Safety

11. Patient Preferences Are Essential to Bringing the Patient Into Focus (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-09/CDSiC%20Infographic%202024_508_0.pdf
    January 01, 2024 - personal health data and enhances the relevance and accuracy of PC CDS, while mitigating potential safety

12. Implementation, Adoption, and Scaling Workgroup: Key Factors and Considerations for Assessing the Value of Patient-Centered Clinical Decision Support (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-10/IAS_Key%20Factors%20and%20Considerations%20for%20Assessing%20the%20Value%20of%20PC%20CDS.pdf
    January 01, 2024 - Identify and use institutional priorities, such as fulfilling regulatory requirements, quality and safety … of healthcare and patient outcomes.3 Despite the potential of CDS to improve quality, safety, and … decreased malpractice costs as a financial benefit that can accrue from CDS that improves patient safety … Error quantification refers to preventable patient safety events, such as medication errors, adverse … Nurs Manage. 2013;44(11 Safety Solutions):4-6. doi: 10.1097/01.NUMA.0000437593.58933.00 32 Eisenstein

13. Implementation, Adoption, and Scaling Workgroup: Exploring Challenges and Opportunities for Patient Engagement, Implementation, Adoption, and Scaling Through PC CDS Case Studies | CDSiC
    cdsic.ahrq.gov/cdsic/implementation-case-studies
    August 01, 2024 - These projects span various clinical domains, including chronic disease management, medication safety

14. Measurement and Outcomes Workgroup | CDSiC
    cdsic.ahrq.gov/cdsic/cdsic-stakeholder-community-outreach-center/measurement-outcomes
    January 02, 2025 - The Measurement and Outcomes Workgroup is exploring how we measure the safety and effectiveness of PC

15. Patient Reported Outcome Clinical Decision Support Dashboard Overview | CDSiC
    cdsic.ahrq.gov/cdsic/pro-dashboard-overview
    October 01, 2023 - the Dashboard Overview The overarching goal of the dashboards is to improve the quality and patient safety

16. Implementation, Adoption, and Scaling Workgroup: Landscape Assessment on the Use of Artificial Intelligence to Scale PC CDS | CDSiC
    cdsic.ahrq.gov/cdsic/landscape-assessment-AI
    July 11, 2024 - support (PC CDS), outlines existing challenges, and highlights promising practices to ensure patient safety

17. PC CDS Planning, Implementation, and Reporting User Guide (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-09/Final_MO%20PC%20CDS%20User%20Guide%20(1)_0_0.pdf
    January 01, 2024 - is the process of identifying the needs of the organization (e.g., to improve care quality and/or safety … ☒ Not Applicable ☐ Task Description • Changes in clinical (e.g., health outcomes, patient safety … A Sociotechnical Framework for Safety-Related Electronic Health Record Research Reporting: The SAFER … Work system design for patient safety: the SEIPS model. … A Sociotechnical Framework for Safety-Related Electronic Health Record Research Reporting: The SAFER

18. Final Innovation Center Charter (pdf file)
    cdsic.ahrq.gov/sites/default/files/2022-04/Final%20Innovation%20Center%20Charter_508.pdf
    January 01, 2022 - providers and patients Identify taxonomy and measurement concepts for assessing effectiveness and safety … Innovation Center are as follows: ■ Identifying measurement concepts for assessing the effectiveness, safety

19. An Overview of Standards for Patient-Centered Clinical Decision Support (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-06/CDSiC%20Factsheet_508.pdf
    January 01, 2024 - • Examine methods for verifying PGHD to ensure PC CDS safety and appropriateness.

20. CDSiC & Researchers | CDSiC
    cdsic.ahrq.gov/cdsic/researchers
    May 22, 2025 - experience and reducing clinician burnout to achieving better healthcare outcomes and ensuring patient safety