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1. Infographic: Analytic Framework for Action | CDSiC
   cdsic.ahrq.gov/cdsic/analytic-framework-action
   February 25, 2025 - To explore the key factors affecting PC CDS throughout its lifecycle, the Patient-Centered CDS Learning … The AFA has been a valuable framework for the PCCDS Learning Network and the Clinical Decision Support … The final version of the AFA was approved by the PCCDS Learning Network’s Steering Committee, and includes … LEARNING: Aggregating local PC CDS-related outcomes and effectiveness measures to facilitate both local … and system-level learning from identified gaps in PCOR knowledge, and lessons learned from authoring

2. 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 - predictive AI include rule-based systems, which use a set of rules to solve problems,7 or machine learning … For example, a machine learning tool can use voice technology to recognize fluctuations in a patient … For example, a machine learning tool can quickly analyze data from chest X-rays and patient vital signs … Machine Learning System. June 12, 2024. … Machine learning– based early warning systems for clinical deterioration: Systematic scoping review.

3. Charting a Path for Patient-Centered Clinical Decision Support: Key Themes from the 2024 Clinical Decision Support Innovation Collaborative Annual Meeting | CDSiC
   cdsic.ahrq.gov/cdsic/2024-annual-meeting-viewpoint
   September 18, 2024 - Advancing PC CDS Through Real-World Projects AHRQ has long recognized the importance of using a learning … About learning health systems. May 2019. … Retrieved from: https://www.ahrq.gov/learning-health-systems/about.html [2] AHRQ. … Supporting learning health systems. May 2019. … Retrieved from: https://www.ahrq.gov/learning-health-systems/supporting.html [3] US Department of Health

4. About CDSiC | CDSiC
   cdsic.ahrq.gov/cdsic/cdsic-about
   January 01, 2016 - This initiative included funding a learning network, funding targeted CDS research, building a platform … To achieve this, CDSiC will: Create a learning community to share and advance the knowledge, tools, standards … stakeholders working to advance the evidence base and practice of PC CDS, as well as those interested in learning

5. Final Innovation Center Charter (pdf file)
   cdsic.ahrq.gov/sites/default/files/2022-04/Final%20Innovation%20Center%20Charter_508.pdf
   January 01, 2022 - To achieve this, CDSiC will: ■ Create a learning community to share and advance the knowledge, tools … Center will also draw upon the Analytic Framework for Action (AFA) Framework developed by the PCCDS Learning … Coordinating CDS Projects is to implement PC CDS projects in real-world settings for the purpose of learning … potential challenges to the Innovation Center achieving desired outcomes are outlined below: ■ Learning

6. CDSiC Innovation Center Quarterly Report (pdf file)
   cdsic.ahrq.gov/sites/default/files/2023-05/InnovationCenterQ4ProgressReportFinalForDTPFINAL.pdf
   January 01, 2023 - leadership merged and expanded upon the CDS five rights1, Multilayer Knowledge Representation Framework,2 Learning … Health System,3 and the Analytic Framework for Action (AFA) developed by the PC CDS Learning network … Digital Infrastructure for the Learning Health System: The Foundation for Continuous Improvement in … and maintaining trust in clinical decision support: Recommendations from the Patient-Centered CDS Learning … Framework To Guide The Collection And Use Of Patient-Reported Outcome Measures In The Learning Healthcare

7. Home | CDSiC
   cdsic.ahrq.gov/
   July 02, 2025 - : 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. CDSiC Innovation Center: Quarterly Report (pdf file)
   cdsic.ahrq.gov/sites/default/files/2023-06/InnovationCenterQ12023ProgressReportDraft.pdf
   January 01, 2023 - leadership merged and expanded upon the CDS five rights1, Multilayer Knowledge Representation Framework,2 Learning … Health System,3 and the Analytic Framework for Action (AFA) developed by the PC CDS Learning network … Digital Infrastructure for the Learning Health System: The Foundation for Continuous Improvement in … and maintaining trust in clinical decision support: Recommendations from the Patient-Centered CDS Learning … Framework To Guide The Collection And Use Of Patient-Reported Outcome Measures In The Learning Healthcare

9. CDSiC Year 3 Period of Performance Report | CDSiC
   cdsic.ahrq.gov/cdsic/year3-period-performance-report
   September 30, 2024 - stakeholders working to advance the evidence base and practice of PC CDS, as well as those interested in learning

10. Exploring How Artificial Intelligence (AI) Can Enhance Patient-Centered Clinical Decision Support | CDSiC
    cdsic.ahrq.gov/cdsic/AI-viewpoint
    February 25, 2025 - Predictive AI includes machine learning, statistical modeling, and data-mining techniques that support … patient preferences, exploring approaches to measuring quality and performance of AI in PC CDS and learning … Transparency for Machine Learning-Enabled Medical Devices: Guiding Principles. June 13 2024. … https://www.fda.gov/medical-devices/software-medical-device-samd/transparency-machine-learning-enabled-medical-devices-guiding-principles

11. CDSiC Innovation Center: Quarterly Report (pdf file)
    cdsic.ahrq.gov/sites/default/files/2023-08/Innovation%20Center%20Q2%202023%20Progress%20Report.pdf
    January 01, 2023 - leadership merged and expanded upon the CDS five rights1, Multilayer Knowledge Representation Framework,2 Learning … Health System,3 and the Analytic Framework for Action (AFA) developed by the PC CDS Learning network … Digital Infrastructure for the Learning Health System: The Foundation for Continuous Improvement in … and maintaining trust in clinical decision support: recommendations from the patient-centered cds learning … Framework to guide the collection and use of patient-reported outcome measures in the learning healthcare

12. OY2 Innovation Center Charter (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-12/OY2%20Innovation%20Center%20Charter_508.pdf
    January 01, 2024 - To achieve this, CDSiC will: ■ Create a learning community to share and advance the knowledge, tools … Coordinating PC CDS Projects is to implement PC CDS projects in real-world settings for the purpose of learning … ■ There is a learning curve for healthcare organizations and EHR developers to use novel data interoperability

13. 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 - The scope of AI considered in this report includes machine learning techniques (including large language … Challenges related to machine learning adoption and scaling include a lack of clinician education and … The potential for leveraging machine learning to filter medication alerts. … Clinician involvement in research on machine learning-based predictive clinical decision support for … Machine learning-based clinical decision support systems for pregnancy care: a systematic review.

14. Lessons Learned from a National Initiative Promoting Publicly Available Standards-Based Clinical Decision Support | CDSiC
    cdsic.ahrq.gov/cdsic/lessons-learned-resource
    July 26, 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 …

15. 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 - Patient Preferences Are Essential to Bringing the Patient Into Focus Patient Preferences Are Essential to Bringing the Patient Into Focus Patient preferences are an essential component of the patient voice and their subsequent use in patient-centered clinical decision support (PC CDS) can advance pati…

16. Final Revised Operations Center Charter (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-02/OY1%20Operations%20Center%20Charter.pdf
    January 01, 2024 - To achieve this, CDSiC will: ■ Create a learning community to share and advance the knowledge, tools … ■ Promoting coordination and sharing of learning across the three CDSiC Centers, given the broad

17. Artificial Intelligence-Supported Patient-Centered Clinical Decision Support: A Summary of Considerations | CDSiC
    cdsic.ahrq.gov/cdsic/AI-topic-highlight
    June 18, 2025 - : Skip to main content HHS.gov Menu Main navigation CDS Home CDS Innovation Collaborative An official website of the Department of Health & Human Services …

18. Implementation, Adoption, and Scaling Workgroup: Key Factors and Considerations for Assessing the Value of Patient-Centered Clinical Decision Support | CDSiC
    cdsic.ahrq.gov/cdsic/opportunities-determine-value
    October 14, 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. Innovation Core 1: Measurement and Value of Clinical Decision Support | CDSiC
    cdsic.ahrq.gov/cdsic/innovation-center/measurement-value
    May 22, 2025 - : 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. Final Operations Center Charter (pdf file)
    cdsic.ahrq.gov/sites/default/files/2022-05/Final%20Operations%20Center%20Charter.pdf
    January 01, 2022 - To achieve this, CDSiC will: ■ Create a learning community to share and advance the knowledge, tools … innovative while also maintaining adequate feasibility ■ Promoting coordination and sharing of learning