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1. CDS Standards and Regulatory Frameworks Workgroup: An Initial Taxonomy of Override Reasons for PC CDS Recommendations (pdf file)
   cdsic.ahrq.gov/sites/default/files/2024-07/SRF_Taxonomy%20of%20PC%20CDS%20Override%20Recommendations_508_0.pdf
   January 01, 2024 - Subdomain: Recommendation was already performed. … Subdomain: Recommendation was previously tried. … A recipient may override a PC CDS alert/recommendation if they do not agree with or trust the recommendation … Subdomain: Recipient does not understand the recommendation or know how to perform the recommendation … In some cases, the recipient may dismiss a recommendation/alert if they do not understand what the recommendation

2. Scaling, Measurement, and Dissemination of CDS Workgroup: Approaches to Measuring Patient-Centered CDS Workflow and Lifeflow Impact | CDSiC
   cdsic.ahrq.gov/cdsic/workflow-lifeflow
   July 01, 2023 - workflows may contribute to low user acceptance and uptake of the decision support (e.g., evidence-based recommendation

3. Standards and Regulatory Frameworks Workgroup: Advancing Standardized Representations for Patient Preferences to Support Patient-Centered Clinical Decision Support (pdf file)
   cdsic.ahrq.gov/sites/default/files/2025-03/SRF%20Standards%20for%20Patient%20Preferences.pdf
   January 01, 2025 - Recommendation 1: Leverage existing relevant data standards for representing patient preferences, and … Recommendation 3: Develop implementation guidance for developers and implementers. … Recommendation 4: Conduct pilot/demonstration projects in areas that are already “primed” to collect … Recommendation 7: Conduct assessments/evaluations to demonstrate the importance of the standardized … Recommendation 8: Conduct research on how to effectively capture patient preferences, including how

4. Implementation, Adoption, and Scaling Workgroup: Exploring Challenges and Opportunities for Patient Engagement, Implementation, Adoption, and Scaling Through PC CDS Case Studies (pdf file)
   cdsic.ahrq.gov/sites/default/files/2024-09/Final%20IAS%20PC%20CDS%20Case%20Studies%20Report_2.pdf
   January 01, 2024 - CDS, but this timing did not align with when the patient was available to take action based on the recommendation … They found that patients were less likely to engage with the PC CDS recommendation to obtain a hemoglobin … for diabetes if they did not believe that their primary care clinician had reviewed or approved the recommendation … They expressed a preference that their clinician was aware of the recommendation and that this information … for depression screening as it was deprioritized by the health system. 22 “The number one recommendation

5. 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 - Adherence to guidelines denotes the degree of compliance between clinicians’ decision or action and the recommendation … diagnosis) Alert specificity EHR audit log review data: Alert negative rate (appropriate care recommendation … PC CDS Performance Measurement Gaps and Recommendations Gap Recommendation What PC CDS Did You Design … can use to determine what resources are needed to support local implementation. 23 Gap Recommendation … report uptake to enhance learning and strategies to optimize this key parameter. 24 Gap Recommendation

6. Trust & Patient-Centeredness Workgroup: Improving the Source Credibility of Patient-Centered Clinical Decision Support Tools (pdf file)
   cdsic.ahrq.gov/sites/default/files/2023-08/Final%20TPC%20P3_Source%20Credibility%20to%20AHRQ%208.2.23_508c%20Version.pdf
   January 01, 2023 - To produce a relevant recommendation, PC CDS would account for documented patient preferences (e.g. … Such a patient may be skeptical of a clinician’s recommendation to use a wearable device (sometimes … clinicians can still adapt their delivery of guidance in ways that help patients to understand the recommendation … Approaches for doing this include presenting the initial recommendation and rationale briefly, in concise

7. CDS Standards and Regulatory Frameworks Workgroup: An Initial Taxonomy of Override Reasons for Patient-Centered Clinical Decision Support (PC CDS) Recommendations | CDSiC
   cdsic.ahrq.gov/cdsic/override-taxonomy
   July 15, 2024 - : Skip to main content HHS.gov Menu Main navigation CDS Home CDS Innovation Collaborative An official website of the Department of Health & Human Services …

8. Outcomes and Objectives Workgroup: Patient-Focused Outcome Measures for Patient-Centered CDS (pdf file)
   cdsic.ahrq.gov/sites/default/files/2023-10/Final%20OO%20Patient%20Outcomes%20of%20PC%20CDS%20to%20AHRQ%2010.6.23.pdf
   January 01, 2023 - , and the rationale for the recommendation. … For example, a patient may be advised to restrict salt intake, while a clinician may receive a recommendation … Draft Recommendation Statement: Breast Cancer: Screening. Accessed August 2, 2023. … Preventive Services Task Force Recommendation. … /breast-cancer-screening-adults https://www.uspreventiveservicestaskforce.org/uspstf/draft-recommendation

9. Scaling, Measurement, and Dissemination of CDS Workgroup: Approaches to Measuring Patient-Centered CDS Workflow and Lifeflow Impact Executive Summary (pdf file)
   cdsic.ahrq.gov/sites/default/files/2023-08/Exec%20Sum_SMD%20Workflow%20Measurement%20Approaches%20Report%20to%20AHRQ%208.9.23_508.pdf
   January 01, 2023 - Workflow and Lifeflow Impact Measurement Gaps and Recommendations Gap Recommendation Conducting and … clinical and daily living settings, and include both process and structure measures. 9 Gap Recommendation

10. Building Momentum: CDSiC’s Continued Progress Toward Advancing Patient-Centered Clinical Decision Support | CDSiC
    cdsic.ahrq.gov/cdsic/year-3-viewpoint
    February 29, 2024 - [x] Additionally, many CDS systems request a reason for not following a recommendation (i.e., the override

11. Trust and Patient-Centeredness Workgroup: Action Plan to Collect and Use Social Determinants of Health Data in Patient-Centered Clinical Decision Support (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-09/AHRQ%20Final%20TPC%20SDOH%20Action%20Plan.pdf
    January 01, 2024 - The framework provides a checklist of key items to be considered for each phase of the recommendation-making … prioritization, development of the workplan, evidence review and deliberation, development of the recommendation … are used to produce an output or outputs related to, but not limited to, prediction, classification, recommendation

12. Outcomes and Objectives Workgroup: Integration of Patient-Centered Clinical Decision Support Into Shared Decision Making (pdf file)
    cdsic.ahrq.gov/sites/default/files/2023-09/FINAL%20OO%20PC%20CDS%20SDM%20Report.pdf
    January 01, 2023 - drawing on evidence-based findings (knowledge) and patient information (data) to generate an alert or recommendation … drawing on evidence-based findings (knowledge) and patient information (data) to generate an alert or recommendation … injury Screening Emergency room patients with minor head injury App Assesses risk and makes a recommendation

13. 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 - : Skip to main content HHS.gov Menu Main navigation CDS Home CDS Innovation Collaborative An official website of the Department of Health & Human Services …

14. Standards and Regulatory Frameworks Workgroup: Prioritizing Patient Preferences for Standardization to Support PC CDS | CDSiC
    cdsic.ahrq.gov/cdsic/patient-preferences-standardization
    August 01, 2024 - : Skip to main content HHS.gov Menu Main navigation CDS Home CDS Innovation Collaborative An official website of the Department of Health & Human Services …

15. CDSiC Stakeholder Community and Outreach Center: Quarterly Report (pdf file)
    cdsic.ahrq.gov/sites/default/files/2023-02/Stakeholder%20Center%20Quarterly%20Report%20Two_508_Jan26.pdf
    January 01, 2023 - CDSiC Stakeholder Community and Outreach Center: Quarterly Report STAKEHOLDER CENTER PROGRESS REPORT S E P T E M B E R 2 0 2 2 CDSiC Stakeholder Community and Outreach Center: Quarterly Report Presented by: NORC at the University of Chicago 4350 East - West Highway Suite 800 Bethesda, MD 20814…

16. Implementation, Adoption, and Scaling Workgroup: Charter – Option Year 2 (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-12/OY2_Final%20IAS%20Workgroup%20Charter.pdf
    January 01, 2024 - Implementation, Adoption, and Scaling Workgroup: Charter – Option Year 2 Implementation, Adoption, and Scaling Workgroup: Charter – Option Year 2 Agency for Healthcare Research and Quality 5600 Fishers Lane Rockville, MD 20857 www.ahrq.gov Contract No: 75Q80120D00018 Prepared by: NORC at the…

17. 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 - Implementation, Adoption, and Scaling Workgroup: Landscape Assessment on the Use of Artificial Intelligence To Scale PC CDS Implementation, Adoption, and Scaling Workgroup: Landscape Assessment on the Use of Artificial Intelligence To Scale PC CDS Agency for Healthcare Research and Quali…

18. Trust and Patient-Centeredness Workgroup: Action Plan to Collect and Use Social Determinants of Health Data in Patient-Centered Clinical Decision Support | CDSiC
    cdsic.ahrq.gov/cdsic/action-plan-SDOH
    September 20, 2024 - : Skip to main content HHS.gov Menu Main navigation CDS Home CDS Innovation Collaborative An official website of the Department of Health & Human Services …

19. Moving the Needle on Advancing Patient-Centered Clinical Decision Support through the CDSiC’s Four Workgroups | CDSiC
    cdsic.ahrq.gov/cdsic/workgroup-viewpoint
    February 03, 2023 - : Skip to main content HHS.gov Menu Main navigation CDS Home CDS Innovation Collaborative An official website of the Department of Health & Human Services …

20. CDSiC Stakeholder Community and Outreach Center: Quarterly Report (pdf file)
    cdsic.ahrq.gov/sites/default/files/2023-05/StakeholderCtr2023Q1Report3_final.pdf
    January 01, 2023 - CDSiC Stakeholder Community and Outreach Center: Quarterly Report STAKEHOLDER CENTER PROGRESS REPORT M A R C H 2 0 2 3 CDSiC Stakeholder Community and Outreach Center: Quarterly Report Agency for Healthcare Research and Quality 5600 Fishers Lane Rockville, MD 20857 www.ahrq.gov Contract No: 7…