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cdsic.ahrq.gov/sites/default/files/2024-07/Final%20IAS_AI%20Landscape%20Assessment%206.24.24%20(003).pdf
January 01, 2024 - survey of clinician
attitudes toward AI found that many advocated for involvement of clinicians in system … that integrates
Microsoft’s GPT-4 generative AI
system into the MyChart health
portal.38 Clinicians … The Mercy Healthcare system is
leveraging an AI-based texting tool to
help patients struggling with … Presented at: 44th Hawaii International Conference on System Sciences. January 7-
11, 2022. … A web-based clinical decision
support system for gestational diabetes: automatic diet prescription and
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cdsic.ahrq.gov/sites/default/files/2024-05/Innovation%20Center%20Q1%202024%20Progress%20Report.pdf
January 01, 2024 - Working with a
health system partner, the app will leverage an AI-based tool to text patients who have … The Core 1 team began planning the evaluation of the app health system intervention. … and
usability of the app as well as the technical feasibility of integrating the app into the health system … The Core 1 team began planning the evaluation of PAIGE to assess the performance of the system to
generate … Innovation Center Progress Report 7
Quarterly Status Update March 2024
the usability of the system
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cdsic.ahrq.gov/sites/default/files/2025-03/Copy%20of%20Final_MO_Patient%20Preference%20Inventory_6.7.24_508.xlsx
January 01, 2025 - Questionnaire - unspecified format Used in clinic/health system Adults Surgical - outpatient Hand surgery … Online survey platform Used in clinic/health system Adults Academic medical center Non-specific No N/ … Questionnaire - unspecified format Used in clinic/health system Adults Hospital Non-specific No N/A No … Clinical notes in EHR Used in clinic/health system Palliative care Palliative care End of life No N/A … Paper-based medical form Used in clinic/health system Palliative care Palliative care End of life No
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cdsic.ahrq.gov/sites/default/files/2024-09/AHRQ%20Final%20TPC%20SDOH%20Action%20Plan.pdf
January 01, 2024 - The plan also outlines opportunities for health system leaders, PC CDS
developers, researchers, and … This action plan can be used by health system leaders, PC CDS developers, researchers, and
community-based … as one informant explained, clinical care is often framed “from the
perspective of the healthcare system … While the healthcare system plays an important role in improving
patient outcomes by identifying and … Adaptation of an NLP system to a new
healthcare environment to identify social determinants of health
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cdsic.ahrq.gov/sites/default/files/2025-09/Collaborate%20with%20Patients%20How%20To%20Guide_Final%208.27.25.pdf
January 01, 2025 - PAGE | 2
centered care.1 However, PC CDS development has historically been spearheaded by health system … Historically, health system leaders’ and informaticians’ perspectives drive PC CDS design, limiting the … Patient engagement, data interoperability, and system integration remain significant challenges, as well … recommendations for overcoming challenges related to the codesign
process, EHR limitations, data quality, and system
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cdsic.ahrq.gov/sites/default/files/2024-10/IAS_Key%20Factors%20and%20Considerations%20for%20Assessing%20the%20Value%20of%20PC%20CDS.pdf
January 01, 2024 - For example, one study team
assessed the 10-year net cost savings of a hospital-wide CPOE system to … — Health system leader
Our findings inform alternative considerations PC CDS stakeholders can … Return on investment for a computerized physician order entry
system. … Web-based clinical decision support system for triage of vestibular patients. … Reducing Unnecessary Phlebotomy Testing
Using a Clinical Decision Support System.
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cdsic.ahrq.gov/sites/default/files/2025-03/Innovation%20Center%20Q1%202025%20Progress%20Report_03.25.25.pdf
January 01, 2025 - In the
prior year, the Core 2 team integrated the app with an EHR system at a pilot site using Substitutable … In 2023,
the app was pilot tested at Yale New Haven Health System and demonstrated preliminary effectiveness … the technical approach for key components: 1) the platforms and
devices supported by the app; 2) the system … In Q1 2025, the Core 2 team established biweekly meetings with the pilot health
system site to plan … the Postpartum Hypertension pilot, they will
continue developing and testing the app in the health system
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cdsic.ahrq.gov/cdsic/override-taxonomy
July 15, 2024 - :
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An official website of the Department of Health & Human Services
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cdsic.ahrq.gov/sites/default/files/2024-07/Innovation%20Center%20Q2%202024%20Progress%20Report.pdf
January 01, 2024 - The Core 2 team also established a health system to serve as a pilot site for the technical
feasibility … team on the utility of the information and its integration into the clinical workflow; and 3) health
system … The Core 1 assessment team
began joining the weekly meetings with Core 2 and the health system technical … They completed five interviews with patients to assess the performance of the system to generate
relevant
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cdsic.ahrq.gov/sites/default/files/2023-08/Innovation%20Center%20Q2%202023%20Progress%20Report.pdf
January 01, 2023 - expanded upon the
CDS five rights1, Multilayer Knowledge Representation Framework,2 Learning Health System … PC CDS lifecycle that must be
adequately negotiated by all participants in the healthcare delivery system … managing, and
Innovation Center Progress Report 4
Quarterly Status Update July 2023
executing system-level … Digital Infrastructure for the Learning Health System: The Foundation for
Continuous Improvement in … Framework to guide the
collection and use of patient-reported outcome measures in the learning healthcare system
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cdsic.ahrq.gov/sites/default/files/2025-09/For%20508%20Approval_MO%20Level%203%20Respondent%20Burden%20Report%208.21.25.pdf
January 01, 2025 - For example, the Vanderbilt
Patient-Reported Outcomes Measurement System (VPROMS) collects information … For patient-
facing PC CDS, facilitating conditions may be related to the healthcare system as well as … apps may not be feasible in all contexts and depends on resources within a
16
healthcare system … Vanderbilt Patient-Reported Outcomes Measurement System collects
millionth report. VUMC News. … Early experiences with patient-generated health data: Health
system and patient perspectives.
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cdsic.ahrq.gov/sites/default/files/2023-01/Final%20Workgroup%20Charter_Scaling_%20Measurement_%20and%20Dissemination_Personnel%20Update_Jan26.pdf
January 01, 2023 - provide crucial thought leadership for CDSiC
activities and promote CDS within the U.S. healthcare system … ■ Examine the ways that PC CDS has been demonstrated to support health system
workflows involving
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cdsic.ahrq.gov/sites/default/files/2024-09/Innovation%20Center%20Q3%202024%20Progress%20Report.pdf
January 01, 2024 - In Q3 2024, the Core 2 team held weekly meetings with the technical
team (health system IT team and … app development team) at a health system site to discuss app
development and deployment. … =2) on the usability of the clinician dashboard and its fit with clinical workflows; and
3) health system … the technical and clinical teams, and they conducted think-aloud
assessments and administered the System
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cdsic.ahrq.gov/sites/default/files/2023-08/Final%20TPC%20P3_Source%20Credibility%20to%20AHRQ%208.2.23_508c%20Version.pdf
January 01, 2023 - The accuracy, currency, and relevance of PC CDS depends on ongoing
system monitoring and maintenance … Thus, returning feedback to
clinicians in the form of reporting on system-level PC CDS outcomes (e.g … How do you measure trust in the health system? A systematic review of the literature. … Public Trust in Health Information Sharing: A Measure of System Trust. … Desired Characteristics of a Clinical Decision Support
System for Early Sepsis Recognition: Interview
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cdsic.ahrq.gov/sites/default/files/2024-09/Final%20IAS%20PC%20CDS%20Case%20Studies%20Report_2.pdf
January 01, 2024 - “I think the issue is that if you were building it all within a single vendor system environment, you … It’s impossible in their system, but maybe not in another
system. … their PC CDS in the patient portal for depression screening as it was
deprioritized by the health system … PC CDS Solution: The project implemented a system
where the patient receives an email notification to … DecisionPrecision+ is now offered as a free tool that can be downloaded and used at any health
system
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cdsic.ahrq.gov/sites/default/files/2024-08/TPC%20Patient%20Preferences%20Workflow%20Lifeflow_8.15.2.pdf
January 01, 2024 - Health system stakeholders and PC CDS developers seeking to optimize the collection and
utilization … among structures, processes, outcomes or
experiences of interactions with the healthcare delivery system … Health system stakeholders and PC CDS developers seeking to optimize the collection and utilization … Crossing the quality chasm: a new health system for the 21st century. … The effect of a clinical decision support system on
improving adherence to guideline in the treatment
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cdsic.ahrq.gov/cdsic/cdsic-leadership-viewpoints
February 25, 2025 - opportunities related to advancing patient-centered clinical decision support (PC CDS) in the U.S. healthcare system
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cdsic.ahrq.gov/sites/default/files/2025-03/SRF%20Standards%20for%20Patient%20Preferences.pdf
January 01, 2025 - among structures, processes, outcomes, or experiences of interactions with the healthcare
delivery system … .”2 Patient preferences may encompass preferences for engaging with the healthcare
system, preferences … timing, and
methods for transferring
information between
patient/caregiver and
clinician/health system … This search included the
Unified Medical Language System (UMLS) Metathesaurus to identify terminology … Unified Medical Language System (UMLS) Metathesaurus. Accessed
June 28, 2023.
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cdsic.ahrq.gov/sites/default/files/2023-10/Final%20OO%20Patient%20Outcomes%20of%20PC%20CDS%20to%20AHRQ%2010.6.23.pdf
January 01, 2023 - vii
Care Experience encompasses patients’ ranging interactions with the healthcare system, including … quality improvement, and approaches to prioritize and
select measures important to patients within system … • What are the best approaches to prioritize and select measures important to
patients within system … Effects of computerized decision support system
implementations on patient outcomes in inpatient care … Crossing the Quality Chasm: A New Health System for the 21st Century.
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cdsic.ahrq.gov/sites/default/files/2024-12/OY2_Final%20SRF%20Workgroup%20Charter.pdf
January 01, 2024 - provide crucial thought leadership for CDSiC
activities and promote PC CDS within the U.S. healthcare system … Reasons for Establishing
Supporting healthcare delivery system and PCOR transformation through enhanced