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1. 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 - Workgroup: An Initial Taxonomy of Override Reasons for Patient-Centered Clinical Decision Support (PC CDS) Recommendations … Recipients of patient-centered clinical decision support (PC CDS) alerts and recommendations—including … patients, clinicians, or caregivers—may choose not to follow the recommendations or guidance for various … record developers, and patient groups as they investigate why users of PC CDS tools dismiss PC CDS recommendations … An Initial Taxonomy of Override Reasons for Patient-Centered Clinical Decision Support Recommendations

2. 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 - used in clinical decision support to process and analyze large amounts of data to generate clinical recommendations … This landscape assessment outlines key opportunities and considerations in this area, including recommendations … discussion of the opportunities to advance the use of AI in PC CDS as well as a future research agenda and recommendations … Workgroup: An Initial Taxonomy of Override Reasons for Patient-Centered Clinical Decision Support (PC CDS) Recommendations

3. 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 - September 20, 2024 Contextualizing clinical recommendations based on individual … may be strengthened by integrating information about SDOH to provide individualized and holistic care recommendations … The action plan also provides recommendations for overcoming them to make care delivery more impactful

4. 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 patients) and patient- facing PC CDS (i.e., where patients receive and factor PC CDS recommendations … Relevance In the context of PC CDS, the relevance of PC CDS alerts, recommendations, and treatment … ;37 and • clinicians frame PC CDS recommendations in ways that are appropriate for that patient. … ; and • clinicians effectively translating and communicating PC CDS recommendations to patients, … If PC CDS recommendations are based on insufficient or conflicting 10 research results (or

5. 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 - Patient-centered clinical decision support (PC CDS) tools will have more impact when they can produce clinical recommendations … As a result, patient preferences may not be seamlessly incorporated into PC CDS tools and recommendations … How To Use This Report PC CDS tools will be more impactful when they can produce clinical recommendations … The report provides four future directions related to additional research and recommendations for multistakeholder … Workgroup: An Initial Taxonomy of Override Reasons for Patient-Centered Clinical Decision Support (PC CDS) Recommendations

6. 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 - CDS Standards and Regulatory Frameworks Workgroup: An Initial Taxonomy of Override Reasons for PC CDS Recommendations … Standards and Regulatory Frameworks Workgroup: An Initial Taxonomy of Override Reasons for PC CDS Recommendations … An Initial Taxonomy of Override Reasons for PC CDS Recommendations. … Supplemental Articles on Patient Reasons for Declining Health or Healthcare Advice or Recommendations … The Taxonomy of Override Reasons for PC CDS Recommendations contains six domains, each with several

7. 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 - Recommendations for Future PC CDS Research ........................................... 24 4.1 Recommendations … Recommendations for Future PC CDS Research Recommendations to Improve Patient Engagement Recommendations … However, non-pharmacologic recommendations required more patient input than pharmacologic recommendations … Recommendations for Future PC CDS Research 4.1 Recommendations to Improve Patient Engagement 4.2 Recommendations … to Improve Technical Implementation 4.3 Recommendations to Improve PC CDS Adoption 4.4 Recommendations

8. The Clinical Decision Support Innovation Collaborative (pdf file)
   cdsic.ahrq.gov/sites/default/files/2023-02/AHRQ%20CDSIC%20Project%20Summary%20OCT2022%20final%20508.pdf
   January 01, 2023 - environmental scan, to address gaps in existing patient-centered CDS standards and regulatory frameworks Recommendations … Catalog of approaches used to measure the workflow impact of patient-centered CDS interventions Recommendations … practices to promote patient partnerships in co-design and co-deployment of patient- centered CDS Recommendations

9. 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 - artificial intelligence (AI) in PC CDS, key considerations for leveraging AI to scale PC CDs, and recommendations … real-world implementations of PC CDS including challenges, opportunities, and professional association recommendations … • Identifying CDS workflow recommendations that are practical and actionable. … Individual members will be named in the article’s acknowledgments or 1 https://www.icmje.org/recommendations … roles-and-responsibilities/defining-the-role-of-authors-and-contributors.html https://www.icmje.org/recommendations

10. 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 - Implementation, Adoption, and Scaling Through PC CDS Case Studies This report offers insights and recommendations … domains:  Patient engagement Implementation Adoption Scaling The AHRQ-funded projects also offered recommendations … Stakeholders can also use this report to implement the suggested solutions and recommendations for future

11. 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 - To support cognitive processes and decision making, AI can provide recommendations to assist clinicians … Examples of how AI can be used in this scaling dimension include treatment recommendations based on … Because many AI systems lack transparency regarding how recommendations are generated, clinicians may … Clinicians should always doublecheck and review AI-generated recommendations for accuracy and relevance … for patients and insulin therapy recommendations for clinicians.

12. Building Momentum: CDSiC’s Continued Progress Toward Advancing Patient-Centered Clinical Decision Support | CDSiC
    cdsic.ahrq.gov/cdsic/year-3-viewpoint
    February 29, 2024 - AI can process large amounts of clinical data to provide recommendations ever more quickly and accurately … us understand key opportunities and considerations for the use of AI to scale PC CDS, in particular, recommendations … supported by AHRQ and others, to derive more detailed insights into challenges, opportunities, and recommendations … This gap hinders the optimization of PC CDS recommendations across systems. … Taxonomy of Override Reasons for Patient-Centered Clinical Decision Support Recommendations .

13. 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 - The report will also provide recommendations and an action plan for addressing identified barriers and … The action plan may include recommendations to develop new resources, implementation guides, or to enhance … Products PC CDS Performance and Value Measurement Guide (Level 1) This product will provide recommendations … The final product will be a written document that captures and structures these recommendations to both … Recommendations for Building and Maintaining Trust in Clinical Decision Support Knowledge Artifacts.

14. 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 - To generate reliable recommendations, PC CDS tools require routine collection and updates of social … PC CDS tools that integrate these data can provide holistic care recommendations that positively impact … Preventive Services Task Force (USPSTF) is prioritizing the development of recommendations that may … In turn, understanding relevant health-related social needs in tandem with care recommendations may … PC CDS tools that integrate these data can provide individualized and holistic care recommendations

15. CDSiC CDS Standards and Regulatory Frameworks Workgroup Charter - Option Year 2 | CDSiC
    cdsic.ahrq.gov/cdsic/standards-regulatory-frameworks-workgroup-charter-oy2
    December 06, 2024 - activities, and engage with external standards groups and regulatory groups as well as develop and vet recommendations … Constraints and potential challenges related to Workgroup activities Decision making frameworks to guide recommendations

16. CDSiC CDS Standards and Regulatory Frameworks Workgroup Charter - Option Year 1 | CDSiC
    cdsic.ahrq.gov/cdsic/standards-regulatory-frameworks-workgroup-charter-oy1
    November 30, 2023 - activities, and engage with external standards groups and regulatory groups as well as develop and vet recommendations … Constraints and potential challenges related to Workgroup activities Decision-making frameworks to guide recommendations

17. CDSiC CDS Standards and Regulatory Frameworks Workgroup Charter - Base Period | CDSiC
    cdsic.ahrq.gov/cdsic/standards-regulatory-frameworks-workgroup-charter
    October 31, 2022 - activities, and engage with external standards groups and regulatory groups as well as develop and vet recommendations … Constraints and potential challenges related to Workgroup activities Decision-making frameworks to guide recommendations

18. CDSiC Trust and Patient-Centeredness Workgroup Charter - Base Period | CDSiC
    cdsic.ahrq.gov/cdsic/trust-patient-centeredness-workgroup-charter
    October 31, 2022 - Patient-Centeredness Workgroup will be critical to the cultivation of patient and clinician trust in CDS recommendations … Constraints and potential challenges related to Workgroup activities Decision-making frameworks to guide recommendations

19. CDSiC Trust and Patient-Centeredness Workgroup Charter - Option Year 2 | CDSiC
    cdsic.ahrq.gov/cdsic/trust-patient-centeredness-workgroup-charter-oy2
    December 06, 2024 - Patient-Centeredness Workgroup will be critical to the cultivation of patient and clinician trust in CDS recommendations … Constraints and potential challenges related to Workgroup activities Decision making frameworks to guide recommendations

20. CDSiC Trust and Patient-Centeredness Workgroup Charter - Option Year 1 | CDSiC
    cdsic.ahrq.gov/cdsic/trust-patient-centeredness-workgroup-charter-oy1
    November 30, 2023 - Patient-Centeredness Workgroup will be critical to the cultivation of patient and clinician trust in CDS recommendations … Constraints and potential challenges related to Workgroup activities Decision-making frameworks to guide recommendations