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cdsic.ahrq.gov/cdsic/patient-app-topic-highlight
June 25, 2025 - This topic highlight describes the ideal state of interoperability between clinical health IT systems … for integration with clinical IT systems. … Patient-facing apps often need to exchange data with clinical health IT systems, such as electronic health … focuses on apps that are prescribed, recommended, or monitored by clinicians and approved by health systems … designing apps that are used in clinical care and approved for integration with clinical health IT systems
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cdsic.ahrq.gov/cdsic/cdsic-stakeholder-community-outreach-center/cds-standards-regulatory-framework
January 02, 2025 - Image
Standards are agreed-upon methods for connecting systems together and may pertain to … CDS standards allow CDS tools to be shared, integrated, and implemented in various systems, including … electronic health record (EHR) systems. … Without standards, consistency and interoperability would be impossible, as many healthcare systems work … in siloed health IT systems, often with different computing languages or standards.
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cdsic.ahrq.gov/cdsic/interoperability-patientapps
August 01, 2023 - between patient apps and electronic health records (EHRs) and other health information technology (IT) systems … Without integration across systems and technologies, patient data collected by apps remains sequestered … in the app, or in portals separate from clinician health IT systems and workflows. … between app developers and EHR developers, alongside standards developers, Federal funders, health systems … advancing the standards landscape to support interoperability of patient apps with EHRs and health IT systems
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cdsic.ahrq.gov/sites/default/files/2025-06/SRF%20Topic%20Highlight%20Patient%20App%20Interoperability.pdf
January 01, 2025 - It describes the ideal state of interoperability
between clinical health IT systems and patient-facing … for
integration with clinical IT systems. … , such as EHR systems. … Standardized Coding Systems: FHIR utilizes standardized coding systems to facilitate data
exchange. … Interoperability of heterogeneous health
information systems: a systematic literature review.
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cdsic.ahrq.gov/sites/default/files/2023-09/SMD%20PC%20CDS%20Performance%20Measurement%20Inventory_FINAL_9.19.23.xlsx
January 01, 2023 - Do providers use computerized clinical decision support systems? … Do providers use computerized clinical decision support systems? … Do providers use computerized clinical decision support systems? … Do providers use computerized clinical decision support systems? … Do providers use computerized clinical decision support systems?
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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 - Black box AI systems should be discouraged in favor of explainable
AI. … .50 However, many healthcare systems use their own information
systems, making it difficult to develop … Black box AI systems should be discouraged in favor of explainable AI. … Effect of clinical decision-support systems: a
systematic review. … Examining explainable clinical decision support systems with think aloud protocols.
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cdsic.ahrq.gov/cdsic/override-taxonomy
July 15, 2024 - Some clinical decision support (CDS) systems require recipients to identify a reason when they choose … identified through a literature review and soliciting override reasons from CDS developers and health systems … The taxonomy can be used by PC CDS developers, PC CDS researchers, health systems, electronic health … The taxonomy can be implemented by health systems to gauge why a given PC CDS alert is being frequently
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cdsic.ahrq.gov/sites/default/files/2023-08/CDSiC%20App%20Interoperability%20Report_508.pdf
January 01, 2023 - Given the focus on data interoperability between apps and clinician health IT
systems, the content of … In all cases, clinician- and patient-facing technologies are integrated such
that users and systems … To realize this potential, apps must be interoperable with clinical IT systems, particularly EHRs. … to allow for
integration with healthcare IT systems. … , such as Health Information Exchange
Organizations (HIOs) and public health information systems.
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cdsic.ahrq.gov/sites/default/files/2024-07/SRF_Taxonomy%20of%20PC%20CDS%20Override%20Recommendations_508_0.pdf
January 01, 2024 - and CDS systems. … Clinical decision support systems
for drug allergy checking: Systematic review. … A systematic review of drug allergy alert systems. … Clinical decision support
systems for drug allergy checking: Systematic review. … A systematic review of drug allergy alert
systems.
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cdsic.ahrq.gov/sites/default/files/2024-09/SRF_Patient%20Preference%20Standardization%20Priorities_508.pdf
January 01, 2024 - ,
including EHR systems and PC CDS tools. … ,
including EHR systems and PC CDS tools. … Like, they do what’s
convenient for them, for their systems. … information, often based on their EHR system or other IT systems. … Standards allow data to be shared, integrated, and implemented in various systems, including
EHR systems
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cdsic.ahrq.gov/sites/default/files/2024-09/AHRQ%20Final%20TPC%20SDOH%20Action%20Plan.pdf
January 01, 2024 - A user-centric
approach focuses on designing systems and tools that are intuitive and convenient for … The complexity of integrating new standards into existing systems can
further hinder the widespread … Individual healthcare systems can work with their EHR vendors to tailor standardized SDOH screening … ,
clinical"[MeSH Terms] OR ("decision"[Title/Abstract] AND
"support"[Title/Abstract] AND "systems"[ … Meanings and misunderstandings: a social determinants of health lexicon
for health care systems.
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cdsic.ahrq.gov/cdsic/2024-annual-meeting-viewpoint
September 18, 2024 - 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
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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 - Do providers use computerized clinical decision support systems? … Clinical Decision Support Systems. In: Kubben P, Dumontier M,
Dekker A, eds. … An overview of clinical decision
support systems: benefits, risks, and strategies for success. … Reasons For Physicians Not Adopting Clinical Decision Support
Systems: Critical Analysis. … Impacts and risks of adopting clinical decision support systems. In: Jao C, eds.
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cdsic.ahrq.gov/sites/default/files/2024-09/Final_MO%20PC%20CDS%20User%20Guide%20(1)_0_0.pdf
January 01, 2024 - and EHR systems. … or, if
applicable, EHR systems. … Decision-support systems for managing
polypharmacy in the elderly: A scoping review. … What hinders the uptake of computerized decision
support systems in hospitals? … Visions and strategies to improve evaluation of health information systems.
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cdsic.ahrq.gov/sites/default/files/2023-08/User%20Guide_SMD%20Planning_%20Implementation_%20Reporting_508.pdf
January 01, 2023 - How the PC CDS was integrated into existing systems.
2. … Describe How the PC CDS was Integrated Into Existing Systems. … The DeLone and McLean model of information systems
success: a ten-year update. … What hinders the uptake of computerized decision
support systems in hospitals? … Visions and strategies to improve evaluation of health information systems.
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cdsic.ahrq.gov/cdsic/clinicians
May 22, 2025 - As health systems strive to provide truly patient-centered care, PC CDS can help them achieve this goal … Clinicians and healthcare systems can use this website to better understand what PC CDS is and how it
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cdsic.ahrq.gov/cdsic/workgroup-viewpoint
February 03, 2023 - must interoperate with electronic health records (EHRs), personal health records, and other clinical systems … promote necessary standards to improve interoperability between patient apps and the healthcare IT systems … Effect of Clinical Decision-Support Systems. … Measures of success of computerized clinical decision support systems: An overview of systematic reviews … (eds) Human Benefit through the Diffusion of Information Systems Design Science Research.
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cdsic.ahrq.gov/sites/default/files/2024-09/Final%20IAS%20PC%20CDS%20Case%20Studies%20Report_2.pdf
January 01, 2024 - , particularly in systems with less
experience using SMART on FHIR for application integration. … Policy
The overarching policy environment across health systems has implications for the scaling of … However, this process involved mapping to proprietary systems
which required significant effort. … implementations are underway at multiple health systems including academic health systems,
community … health systems, and the Veteran’s Administration.
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cdsic.ahrq.gov/sites/default/files/2024-07/Final%20MO%20Patient%20Prioritization%20of%20Measurement%20Areas%207.18.24.pdf
January 01, 2024 - Participants discussed the impact of caregivers and social support systems in healthcare
decision making … As one participant noted, patients with more limited social support systems may make
different decisions … healthcare systems currently capture and manage SDOH data in different ways.20 A review
discussing SDOH … Coordination of Care How organized the delivery of patient care is across different
healthcare systems … Effect of clinical decision-support systems: a systematic
review.
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cdsic.ahrq.gov/cdsic/pccds-shared-decisionmaking
September 01, 2023 - The information in this report supports clinicians and healthcare systems aiming to enhance SDM through … information at the point of care, and can be used by developers of PC CDS and electronic health record systems