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81. CDSiC & Developers | CDSiC
    cdsic.ahrq.gov/cdsic/developers
    Implementing and working with these new PC CDS-focused workflow execution models can lead to long-term

82. 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…

83. 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 - Furthermore, informants cautioned that clinician burnout from PC CDS can lead to physician turnover. … The lack of methods and measures for assessing nonfinancial outcomes (e.g., productivity gains) can lead … Misaligned incentives CDS designed to prioritize reimbursement or efficiency may lead to healthcare … economic impacts that maximize reimbursement or efficiency can create misaligned incentives that may lead … bundles of PC CDS to achieve a single goal (e.g., using different modalities to engage patients) can lead

84. CDSiC Innovation Center: Quarterly Report (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-02/Innovation%20Center%20Q3%202023%20Progress%20Report_100523_FINAL.pdf
    January 01, 2024 - Data visualization techniques can lead to a more effective decision-making process by reducing cognitive … PGHD to inform clinical decisions can improve engagement and connectedness with patients,9 which can lead

85. Innovation Center | CDSiC
    cdsic.ahrq.gov/cdsic/innovation-center
    January 02, 2025 - Implementing and working with these new PC CDS-focused workflow execution models can lead to long-term

86. 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 - More consistent measurement can improve the PC CDS evidence base and lead to guidance on what factors … of research needed to advance the field and enhance our understanding of the types of PC CDS that lead … there is a lack of measures to assess the inter-related human and organizational factors that can lead

87. 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 - outdated data on homelessness, lack of transportation, food insecurity, and/or financial strain can lead … has highlighted that evidence is needed to demonstrate that addressing specific social needs will lead … An experienced CDSiC team member served as a lead facilitator during the discussion, while a designated

88. 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 - Patient Recruitment Lack of patient representativeness in design and development activities can lead … Another project had a usability and human factors expert lead feedback sessions with clinicians—a model … PC CDS that does not fit smoothly into a clinician’s workflow can lead to low adoption due to alert … lifeflows and clinician workflows is needed to ensure that innovations meet user needs, are adopted, and lead … Future research is necessary to determine whether these text messages lead to meaningful health behaviors

89. CDSiC Innovation Center: Quarterly Report (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-07/Innovation%20Center%20Q2%202024%20Progress%20Report.pdf
    January 01, 2024 - CDSiC Innovation Center: Quarterly Report INNOVATION CENTER PROGRESS REPORT J U N E 2 0 2 4 CDSiC Innovation Center: Quarterly Report Agency for Healthcare Research and Quality 5600 Fishers Lane Rockville, MD 20857 www.ahrq.gov Contract No: 75Q80120D00018 Prepared by: NORC at the Universi…

90. 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 - clinicians may be concerned that automation of certain tasks, such as interpretation of results, will lead … resulting variations in AI-generated summary length, organization, or tone across AI-based tools can lead … ., replacing indications of nonproductive cough and chills with the word “fever” in a summary) can lead … Unconscious biases, which can be exacerbated by AI-generated output, can lead to differential treatment … of patients during clinical decision making and lead to patient harm.69 For example, decisions made

91. CDSiC Innovation Center: Quarterly Report (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-09/Innovation%20Center%20Q3%202024%20Progress%20Report.pdf
    January 01, 2024 - CDSiC Innovation Center: Quarterly Report INNOVATION CENTER PROGRESS REPORT S E P T E M B E R 2 0 2 4 CDSiC Innovation Center: Quarterly Report Agency for Healthcare Research and Quality 5600 Fishers Lane Rockville, MD 20857 www.ahrq.gov Contract No: 75Q80120D00018 Prepared by: NORC at th…

92. Final Stakeholder Community and Outreach Center Charter (pdf file)
    cdsic.ahrq.gov/sites/default/files/2022-05/Final%20Stakeholder%20Center%20Charter_508.pdf
    January 01, 2022 - Each Workgroup will have a Chair, Associate Lead, and dedicated Workgroup support.

93. Stakeholder Community and Outreach Center: Charter – Option Year 2 (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-12/OY2_Final_Stakeholder%20Center%20Charter.pdf
    January 01, 2024 - Stakeholder Community and Outreach Center: Charter – Option Year 2 Stakeholder Community and Outreach Center: Charter – Option Year 2 Agency for Healthcare Research and Quality 5600 Fishers Lane Rockville, MD 20857 www.ahrq.gov Contract No: 75Q80120D00018 Prepared by…

94. Stakeholder Community and Outreach Center: Charter – Option Year 1 (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-02/OY1%20Stakeholder%20Center%20Charter%2011.22.23.pdf
    January 01, 2024 - Stakeholder Community and Outreach Center: Charter – Option Year 1 Stakeholder Community and Outreach Center: Charter – Option Year 1 Agency for Healthcare Research and Quality 5600 Fishers Lane Rockville, MD 20857 www.ahrq.gov Contract No: 75Q80120D00018 Prepared by: NORC…

95. Exploring How Artificial Intelligence (AI) Can Enhance Patient-Centered Clinical Decision Support | CDSiC
    cdsic.ahrq.gov/cdsic/AI-viewpoint
    February 25, 2025 - generate output—is a key challenge to using AI-supported tools in healthcare. [6] Such opaqueness can lead

96. Quartz App to Support Medication Adherence: Usability and Feasibility Assessment (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-09/Quartz%20Assessment%20Report_Public%20Version_0.pdf
    January 01, 2024 - Medication non-adherence can lead to 2.5 times higher odds of hospital readmissions1 and an estimated … at Baystate Health We developed the proposed clinician workflow in consultation with the clinical lead … In addition, they believed that asking patients to recall their adherence for one day would lead to

97. 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 alerts and recommendations contribute to alert fatigue and clinician burnout, which may in turn lead … The latter consideration could lead to an explosion of terms based on clinical criteria.

98. Scaling, Measurement, and Dissemination of CDS Workgroup: Approaches to Measuring Patient-Centered CDS Workflow and Lifeflow Impact (pdf file)
    cdsic.ahrq.gov/sites/default/files/2023-08/SMD%20Workflow%20Measurement%20Approaches%20Report_to%20AHRQ%208.9.23_508.pdf
    January 01, 2023 - Importantly, equity issues related to unequal access to devices that support patient-facing CDS can lead

99. CDSiC Innovation Center: Quarterly Report (pdf file)
    cdsic.ahrq.gov/sites/default/files/2025-02/Innovation%20Center%20Q4%202024%20Progress%20Report_02.21.25.pdf
    January 01, 2025 - CDSiC Innovation Center: Quarterly Report INNOVATION CENTER PROGRESS REPORT D E C E M B E R 2 0 2 4 CDSiC Innovation Center: Quarterly Report Agency for Healthcare Research and Quality 5600 Fishers Lane Rockville, MD 20857 www.ahrq.gov Contract No: 75Q80120D00018 Prepared by: NORC at the …

100. 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/2024-08/TPC%20Patient%20Preferences%20Workflow%20Lifeflow_8.15.2.pdf
     January 01, 2024 - personalized care, treatment adherence, and collaborative patient-provider relationships, and can lead