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1. PAIGE Chatbot For Patient-Clinician Communication: (pdf file)
   cdsic.ahrq.gov/sites/default/files/2024-09/PAIGE%20Assessment%20Report_Public%20Version.pdf
   January 01, 2024 - PAIGE Chatbot For Patient-Clinician Communication: i PAIGE Chatbot For Patient- Clinician Communication … On the clinician side, the interface would be integrated within the EHR’s clinician inbox and would … Clinician Assessment. … Clinician Assessment. … Instrument for Clinician Assessment References

2. CDSiC & Clinicians | CDSiC
   cdsic.ahrq.gov/cdsic/clinicians
   May 22, 2025 - The CDSiC recognizes the importance of clinician input in achieving this vision and engages closely with … Introduction to Clinician Use of Patient-Centered Clinical Decision Outcomes and … findings from a scoping review of studies of patient-generated health data (PGHD) dashboards that involved clinician … PAIGE Chatbot for Patient-Clinician Communication: Usability and Utility Assessment This report assesses

3. PAIGE Chatbot for Patient-Clinician Communication: Usability and Utility Assessment | CDSiC
   cdsic.ahrq.gov/cdsic/PAIGE-assessment-report
   September 26, 2024 - Download PAIGE Chatbot for Patient-Clinician … decision support (PC CDS) prototype known as PAIGE that leverages an LLM to improve and streamline patient-clinician … PAIGE Chatbot for Patient-Clinician Communication: Usability and Utility Assessment.

4. How Patient-Centered Clinical Decision Support Can Strengthen Shared Decision Making (pdf file)
   cdsic.ahrq.gov/sites/default/files/2025-07/CDSiC%20Topic%20Highlight_PC%20CDS%20and%20SDM_508_0.pdf
   January 01, 2025 - be made and help establish a patient-clinician partnership. … Delivery: Tools that are both patient- and clinician-facing can facilitate the patient- clinician partnership … Clinician and patient set a plan to review a goal in the future. … Patient makes their care decision with their clinician. … This helps patients prepare to talk to their clinician.

5. 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 - Complement direct or immediate clinician interaction. … Clinician fear of replacement. … Lack of patient/clinician involvement in development. … Lack of clinician education. … Integrate AI in medical education and clinician training.

6. 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 - It also offers considerations to reduce patient and clinician burden. … Patient and Clinician Swimlanes. … After the visit, the clinician-facing technology records the decision(s) made, and the clinician documents … Following the visit, the clinician-facing technology records the decisions made, and the clinician documents … It also offers considerations to reduce patient and clinician burden.

7. Trust and Patient-Centeredness Workgroup: Patient and Caregiver Perspectives on Generative Artificial Intelligence in Patient-Centered Clinical Decision Support (pdf file)
   cdsic.ahrq.gov/sites/default/files/2024-07/OY1_FINAL%20TPC%20Patient%20Perspectives%20Generative%20AI.pdf
   January 01, 2024 - Impact of AI Use on the Patient–Clinician Relationship. … Rather, their views would be influenced by how their clinician used AI tools in clinical care. … They emphasized that AI technology should not replace patient–clinician interactions, including the … Disruption of patient–clinician interactions. … Participants emphasized that AI tools should not fully replace patient-clinician interactions.

8. PC CDS Performance Measurement Inventory (xls file)
   cdsic.ahrq.gov/sites/default/files/2023-09/SMD%20PC%20CDS%20Performance%20Measurement%20Inventory_FINAL_9.19.23.xlsx
   January 01, 2023 - Use Clinician workflow integration Impact on clinician workflow Number of patients seen per unit of time … Results User satisfaction Clinician impact Impact of infobutton on clinician perceived decision making … Published 2020 Jul 9. doi:10.2196/15770 Results Clinician or patient knowledge Clinician knowledge … Results Clinician or patient knowledge Clinician knowledge and expertise Change in clincian ability … Jan 2022;13(1):139-147. doi:10.1055/s-0041-1742216 Results Clinician or patient knowledge Clinician

9. 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 - Clinician Assessments. … Clinician feedback indicated that they want a clear distinction between patient- and clinician- reported … there is a possibility that it could impede clinician workflows. … ” – Clinician Informant 25 Appendix A. … diagram: • During a visit with a patient, the clinician logs into EHR and launches the app.

10. Patient Prioritization of Measurement Areas for Patient-Centered Clinical Decision Support (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-07/Final%20MO%20Patient%20Prioritization%20of%20Measurement%20Areas%207.18.24.pdf
    January 01, 2024 - Assessment of patient and clinician-specific outcomes has been limited, often focused on adherence … of the clinician to recommended practices.7 There has also been limited measurement of the impact … When a patient sees a specialist or primary care clinician, they expect the clinician to have prior … time versus a newer clinician. … and the knowledge an individual gained from their clinician.

11. 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 - Clinician/Care Team Workflows. … alert fatigue and clinician burnout. … and clinician burnout. … Alert fatigue and clinician burnout are common primary outcomes of clinician workflow studies. … • Focus future measurement research on key areas, including patient and clinician adoption, clinician

12. Making Patient Apps Interoperable With the Health IT Ecosystem (pdf file)
    cdsic.ahrq.gov/sites/default/files/2025-06/SRF%20Topic%20Highlight%20Patient%20App%20Interoperability.pdf
    January 01, 2025 - For example, when a clinician uses the EHR to request data from a patient’s diabetes management app … It allows external services to be triggered based on pre-set clinical events (e.g., when a clinician … For example, when a clinician opens a patient's chart, they may be advised by a CDS Hook that the patient … A link in the CDS message may then allow the clinician to launch a shared decision-making SMART on FHIR … If patients enter values that exceed a clinically significant threshold, the primary care clinician

13. 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 - • Clinician/Care Team Workflows. … PC CDS can be 1) patient-facing, 2) clinician-facing, or 3) patient- and clinician-facing (i.e., CDS … impacts of clinician-facing CDS on care team workflows. … Alert fatigue and clinician burnout are common primary outcomes of clinician workflow studies. … Focus future measurement research on key areas, including patient and clinician adoption, clinician

14. 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 - Design and Development of a Chatbot Prototype to Support Patient-Clinician Communication ........... … The aim is to improve the accuracy and efficiency of patient-clinician communication by using a chatbot … Communication Prototype Specification & Requirements Document Complete Patient-Clinician Prototype … PAIGE Chatbot for Patient- Clinician Communication: Usability and Utility Assessment. … Design and Development of a Chatbot Prototype to Support Patient-Clinician Communication Innovation

15. 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 - Design and Development of a Chatbot Prototype to Support Patient-Clinician Communication .......... … The aim is to improve accuracy and efficiency in patient- clinician communication by using a chatbot … The presentation focused on how LLM was used (and not used) to facilitate patient-clinician communication … Communication Prototype Specification & Requirements Document Complete Patient-Clinician Prototype … Design and Development of a Chatbot Prototype to Support Patient-Clinician Communication Innovation

16. 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 - In decision talk, the patient and clinician discuss information about potential options with a focus … Clinician-facing PC CDS can support the presentation of options to patients. … PC CDS that is both patient- and clinician- facing can continue the partnership dynamic. … PC CDS can be patient-facing only, clinician-facing only, or both patient- and clinician-facing. … (through clinician-initiated sharing and discussion).

17. 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 - PC CDS can be patient-facing, clinician- facing, or both. … How are you doing shared decision making already with your clinician? … workflows Clinician Resources • Lack of local clinician champion for intervention • Clinicians with … Inappropriate Integration into Clinician Workflows. … Leverage PC CDS Clinician Champions.

18. 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 - It depicts various communication pathways for clinician-facing PC CDS (i.e., where clinicians serve … For example, training clinician intermediaries on tailoring their delivery of guidance may optimize … • Clinician and patient perspectives regarding PC CDS source credibility and how it affects their … For example: if a clinician prescribes a drug the patient is allergic to, and the PC CDS recommends … Openness & Receptivity to feedback or new information was emphasized across patient, clinician, and

19. 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 - Measures of clinician knowledge and expertise assess clinicians’ familiarity with using a CDS tool47 … Researchers have identified clinician attitudes and beliefs as one factor that has an impact of the … ► Much of the existing research on CDS measurement focuses on clinician-facing CDS. … Thus, the example measures skew toward alerts and other clinician-facing CDS. … Potential Users: Community hospital or clinical care team member; front-line clinician informatician;

20. Trust and Patient-Centeredness Workgroup: Methods for Involving End Users in PC CDS Codesign | CDSiC
    cdsic.ahrq.gov/cdsic/involving-endusers-codesign
    August 01, 2023 - involving end users and other stakeholders as partners in developing, refining, and testing patient- and clinician-facing … end-user input during design, patient-centered clinical decision support (PC CDS) may not align with clinician … forms of knowledge (e.g., experiential vs. research expertise), and/or vantage points on PC CDS (e.g., clinician