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1. 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 - Assessing electronic health literacy at an urban academic hospital. … Health Issue: Older adults, who are at highest risk for falls, need to receive appropriate interventions … However, clinicians do not routinely ask at-risk patients about falls or their associated risk factors … Brigham and Women’s Hospital. Final Report. 2022. … Brigham and Women’s Hospital. Final Report. 2022.

2. 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 - Elimu Informatics Kistein Monkhouse, MPA Patient Orator Lipika Samal, MD, MPH Brigham and Women’s Hospital … of well-known decision aid repositories (the Ottawa Hospital Research Institute A to Z Inventory of … reduction in patient falls.49 3.2.4 Health & Digital Literacy In addition to these barriers and facilitators … Search of Decision Aid Repositories Ottawa Hospital Research Institute A to Z Inventory of Patient … Evaluation of a Patient-Centered Fall-Prevention Tool Kit to Reduce Falls and Injuries: A Nonrandomized

3. 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 - Readmissions Reduction Program26 hospitals for excess readmissions). … a hospital reported that efficiency gains from improved clinical workflows resulted in more time for … four community hospitals.17 Time-driven Activity-based Costing Time-driven activity-based costing … Evaluating the costs and consequences of computerized clinical decision support systems in hospitals … Return on investment for vendor computerized physician order entry in four community hospitals: the

4. 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 - in the United States unless materials are clearly noted as copyrighted in the document. … The projects vary in terms of expected length of time to complete based on scope, falling into one of … Cross-cutting Assessment of Real-World Experience in PC CDS Measurement In years one and two of the … in health care applications, namely in the areas of education, triage, and contextual question-answering … Boston’s Children’s Hospital. Boston, MA.

5. CDSiC Innovation Center: Quarterly Report (pdf file)
   cdsic.ahrq.gov/sites/default/files/2024-02/Innovation%20Center%20Q4%202023%20Progress%20Report_508_01052024.pdf
   January 01, 2024 - in the United States unless materials are clearly noted as copyrighted in the document. … The projects vary in terms of expected length of time to complete based on scope, falling into one of … Cross-cutting Assessment of Real-World Experience in PC CDS Measurement In years one and two of the … in health care applications, namely in the areas of education, triage, and contextual question-answering … Boston’s Children’s Hospital. Boston, MA.

6. 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 - in the United States unless materials are clearly noted as copyrighted in the document. … The projects vary in terms of expected length of time to complete based on scope, falling into one of … Cross-cutting Assessment of Real-World Experience in PC CDS Measurement In years one and two of the … In addition, the Core 2 team received an acceptance to participate in a panel at the AMIA 2024 Annual … Boston’s Children’s Hospital. Boston, MA.

7. CDSiC Innovation Center: Quarterly Report (pdf file)
   cdsic.ahrq.gov/sites/default/files/2024-05/Innovation%20Center%20Q1%202024%20Progress%20Report.pdf
   January 01, 2024 - in the United States unless materials are clearly noted as copyrighted in the document. … The projects vary in terms of expected length of time to complete based on scope, falling into one of … Symposium in March. 2. … with patient needs in mind. … Boston’s Children’s Hospital. Boston, MA.

8. CDSiC Innovation Center: Quarterly Report (pdf file)
   cdsic.ahrq.gov/sites/default/files/2025-03/Innovation%20Center%20Q1%202025%20Progress%20Report_03.25.25.pdf
   January 01, 2025 - permission in the United States unless materials are clearly noted as copyrighted in the document. … The projects vary in terms of expected length of time to complete based on scope, falling into one of … Examining Use Cases of Generative AI in PC CDS The use of AI in PC CDS tools has potential implications … patient enrollment in the first month of the pilot. … Boston’s Children’s Hospital. Boston, MA.

9. 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 - in the United States unless materials are clearly noted as copyrighted in the document. … The projects vary in terms of expected length of time to complete based on scope, falling into one of … journal in November 2024 … Boston’s Children’s Hospital. Boston, MA. … Identifying Patient Engagement Measures in PC CDS 2. Examining Use Cases of AI in PC CDS 3.

10. CDSiC Innovation Center: Quarterly Report (pdf file)
    cdsic.ahrq.gov/sites/default/files/2025-06/Innovation%20Center%20Q2%202025%20Progress%20Report_to%20DTP_06.24.25.pdf
    January 01, 2025 - permission in the United States unless materials are clearly noted as copyrighted in the document. … The projects vary in terms of expected length of time to complete based on scope, falling into one of … Examining Use Cases for Generative AI in PC CDS The use of AI in PC CDS tools has potential implications … In Q2 2025, the Core 1 team successfully published a manuscript that describes the framework in the … Boston’s Children’s Hospital. Boston, MA.

11. CDSiC Stakeholder Community and Outreach Center: Quarterly Report (pdf file)
    cdsic.ahrq.gov/sites/default/files/2023-09/Stakeholder%20Center%202023%20Q3%20Report%20to%20AHRQ%209.27.23.pdf
    January 01, 2023 - in the United States unless materials are clearly noted as copyrighted in the document. … The products vary in terms of the expected length of completion time, falling into one of three levels … As such, it is the first step in addressing the dearth of evidence on source credibility in PC CDS and … information relevant to adapting the practices for co-design in new contexts and in a standardized … aims (e.g., evaluate the performance of an evidence-based PC CDS) and who they are (e.g., community hospital

12. 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 - Additionally, hospitals participating in the Centers for Medicare and Medicaid Services (CMS) Hospital … For example, starting in 2024, the Centers for Medicare and Medicaid Services (CMS) requires hospitals … participating in the Hospital Inpatient Quality Reporting program to screen patients and report on … data elements under the “SDOH Assessment” data element section, which falls under the overarching “Health … Hospitals participating in the program must screen admitted patients for domains of SDOH related to

13. 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 - in the United States unless materials are clearly noted as copyrighted in the document. … Rubins, MD Brigham & Women’s Hospital Dean F. … Efficiency is measured in several ways in the literature, in part due to the CDS tool and the objectives … , are captured in the literature. … Shared decision-support tools in hospital emergency departments: A systematic review.

14. Outcomes and Objectives Workgroup: Patient-Focused Outcome Measures for Patient-Centered CDS (pdf file)
    cdsic.ahrq.gov/sites/default/files/2023-10/Final%20OO%20Patient%20Outcomes%20of%20PC%20CDS%20to%20AHRQ%2010.6.23.pdf
    January 01, 2023 - to generalizable knowledge.90 15 4.2 Measure Use Outcome measurement of PC CDS typically falls … Exploring the hospital patient journey: What does the patient experience?. … Published 2017 Jun 13. doi:10.1186/s12887-017-0899-4 24 Ottawa Hospital Research Institute. … Brief scale measuring patient preparedness for hospital discharge to home: Psychometric properties. … Antimicrobial stewardship using electronic prescribing systems in hospital settings: a scoping review

15. 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 - in the United States unless materials are clearly noted as copyrighted in the document. … In tandem with the interviews, eight members of the team conducted a card sorting exercise in which … While these types of override reasons may not currently be offered in PC CDS, in the future, PC CDS … hospital. … hospital.

16. 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 - in the United States unless materials are clearly noted as copyrighted in the document. … In these instances, we present findings in their respective sections. … The AI-based tool uses historical data from heart failure patients to predict hospital readmissions … will probably do fine [with using AI] … you’re not going to have the capabilities within the smaller hospitals … the hospital setting: A scoping review.

17. Standards and Regulatory Frameworks Workgroup: Advancing Standardized Representations for Patient Preferences to Support Patient-Centered Clinical Decision Support (pdf file)
    cdsic.ahrq.gov/sites/default/files/2025-03/SRF%20Standards%20for%20Patient%20Preferences.pdf
    January 01, 2025 - caregiver preferences and evidence-based risk modeling to support shared decision making around receipt of Hospital … exist in other areas. … There is a LOINC code that falls under the prevention subdomain regarding receipt of preventive vaccine … Personalized Clinical Decision Support to Improve Participation in Hospital at Home. … digital.ahrq.gov/ahrq-funded-projects/personalized-clinical-decision-support-improve- participation-hospital-home

18. Scaling, Measurement, and Dissemination of CDS Workgroup: PC CDS Planning, Implementation, and Reporting User Guide (pdf file)
    cdsic.ahrq.gov/sites/default/files/2023-08/User%20Guide_SMD%20Planning_%20Implementation_%20Reporting_508.pdf
    January 01, 2023 - Rubins, MD Brigham & Women’s Hospital Dean F. … clinical guideline into a risk-organized order set that lists orders that are appropriate for patients falling … Example measures to report include mortality, hospital admissions or readmissions, effectiveness of … In Advances in psychology, vol. 52, pp. 139-183. … What hinders the uptake of computerized decision support systems in hospitals?

19. PC CDS Planning, Implementation, and Reporting User Guide (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-09/Final_MO%20PC%20CDS%20User%20Guide%20(1)_0_0.pdf
    January 01, 2024 - clinical guideline into a risk-organized order set that lists orders that are appropriate for patients falling … Example measures include mortality, hospital admissions or readmissions, effectiveness of care, adverse … Patients were involved in the design through participation in focus groups, but were not involved in … In Advances in psychology, vol. 52, pp. 139-183. … What hinders the uptake of computerized decision support systems in hospitals?