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1. Infographic: Analytic Framework for Action | CDSiC
   cdsic.ahrq.gov/cdsic/analytic-framework-action
   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. Genevieve Melton-Meaux, MD, PhD | CDSiC
   cdsic.ahrq.gov/cdsic/Genevieve-Melton-Meaux
   Genevieve Melton-Meaux, MD, PhD, is a Professor of Surgery, Director of the Center for Learning Health … secondary uses; EHR conceptual models; clinical decision support systems; and the application of machine learning

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. Elizabeth Cope, PhD, MPH | CDSiC
   cdsic.ahrq.gov/cdsic/Elizabeth-Cope
   With expertise in implementation, improvement, and engagement sciences, she oversees learning collaboratives … She also leads the Learning Community for the AHRQ-funded EvidenceNOW: Managing Urinary Incontinence

5. Adam Wright, PhD | CDSiC
   cdsic.ahrq.gov/cdsic/Adam-Wright
   Wright’s research interests focus on clinical decision support and machine learning.  … approaches for sharing clinical decision support nationally, and adverse event detection using machine learning

6. Haipeng "Mark" Zhang, DO, MMSc, FAMIA | CDSiC
   cdsic.ahrq.gov/cdsic/Mark-Zhang
   Zhang, DO, MMSc, FAMIA , is the Chief Innovation Officer in the Office of Healthcare Innovation and Learning

7. Priyanka Desai, PhD, MSPH, CPH | CDSiC
   cdsic.ahrq.gov/cdsic/Priyanka-Desai
   She conducts key informant interviews, leads focus groups, coordinates activities for learning collaboratives

8. Rachel Richesson, PhD, MS, MPH | CDSiC
   cdsic.ahrq.gov/cdsic/Rachel-Richesson
   University of Michigan Rachel Richesson, PhD, MS, MPH, is a Professor in the Department of Learning

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. 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 About CDS Connect CDS Innovation Collaborative CEDAR Evaluation Funding Opportunities Resources Contact Us …

11. 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

12. About CDSiC | CDSiC
    cdsic.ahrq.gov/cdsic/cdsic-about
    September 01, 2024 - 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

13. Home | CDSiC
    cdsic.ahrq.gov/
    : Skip to main content HHS.gov Menu Main navigation CDS Home About CDS Connect CDS Innovation Collaborative CEDAR Evaluation Funding Opportunities Resources Contact Us …

14. 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

15. 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

16. 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

17. 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

18. CDSiC Resources | CDSiC
    cdsic.ahrq.gov/cdsic/resources?page=1
    December 06, 2024 - stakeholders working to advance the evidence base and practice of PC CDS, as well as those interested in learning

19. Patient Preferences Are Essential to Bringing the Patient Into Focus (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-09/CDSiC%20Infographic%202024_508.pdf
    January 01, 2024 - 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 patient-centered care. Providing care that respects what patients want makes it ea…

20. Innovation Center Progress Report May 2022 (pdf file)
    cdsic.ahrq.gov/sites/default/files/2022-05/Innovation%20Center%20Progress%20Report%20May%202022_DTP%20Formatted_508_0.pdf
    January 01, 2022 - ecosystem is in the midst of a transition in how it approaches care, payment, and research to support a learning … CDSiC will: Innovation Center Progress Report 3 Quarterly Status Update May 2022 • Create a learning … expanded upon the CDS five rightsxi, the analytic framework for action (AFA) developed by the PC CDS Learning … Published 2018 May 30. doi:10.5334/egems.259 vi Patient-Centered Clinical Decision Support Learning … approaching-clinical-decision/section-2-overview-cds-five-rights xii Patient-Centered Clinical Decision Support Learning