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cdsic.ahrq.gov/sites/default/files/2024-09/Final_MO%20PC%20CDS%20Planning%20and%20Reporting%20Tool_0.pdf
January 01, 2024 - The opinions
expressed in this document are those of the authors and do not reflect the official position … See below for a guide on how to complete the tool. … in a given context. … , and how personnel were trained to manage the tool. … If conducting a pilot study, feasibility estimates for a full trial.
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cdsic.ahrq.gov/sites/default/files/2024-07/OY1_FINAL%20TPC%20Patient%20Perspectives%20Generative%20AI.pdf
January 01, 2024 - Consider how to holistically use all data to personalize and tailor outputs in AI-enabled PC CDS.
7. … How do I expect AI is going to know me well enough
as a complex patient?” … I do think there
need to be precautions, and there needs
to be oversight. … Participants also discussed the importance of how
clinicians introduced the tool to patients. … Consider how to holistically use all data to personalize and tailor outputs in the development
of AI-enabled
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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 - and how to optimize them. … determine how
to optimize such strategies. … • How do attributes vary by time, target audience, recipient characteristics, and other factors? … • To what degree do patient characteristics (sociodemographic factors, health condition, etc.) … How do you measure trust in the health system? A systematic review of the literature.
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cdsic.ahrq.gov/sites/default/files/2023-08/SMD%20Workflow%20Measurement%20Approaches%20Report_to%20AHRQ%208.9.23_508.pdf
January 01, 2023 - Do We Move Forward? … (such as time
to complete a specific task)
Subjective Value The user’s perceptions of how
the intervention … clinician) training, to convey how a tool can support patient self-care activities
• To support grant … How do organizations, researchers, and implementers/evaluators currently measure clinical workflow
and … : a case study from an upper middle
income country on the GRADE approach.
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cdsic.ahrq.gov/sites/default/files/2025-06/IAS%20Topic%20Highlight%20AI%20and%20PC%20CDS_508%20Compliant.pdf
January 01, 2025 - amounts of data, even if it
was not programmed to do so.5,8 For example, virtual personal assistants … As a result, users may not be able to understand how an AI-supported
tool comes to a decision without … Accessed February 28, 2025. https://www.techtarget.com/searchenterpriseai/feature/How-to-
choose-between-a-rules-based-vs-machine-learning-system … https://www.techtarget.com/searchenterpriseai/feature/How-to-choose-between-a-rules-based-vs-machine-learning-system … Integrating personalized care
planning into primary care: A multiple-case study of early adopting patient-centered
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cdsic.ahrq.gov/sites/default/files/2025-07/CDSiC%20Topic%20Highlight_PC%20CDS%20and%20SDM_508_0.pdf
January 01, 2025 - to make a health-related
decision. … Clinician and patient set a plan to review a goal in the future. … The opinions
expressed are those of the authors and do not reflect the official position of AHRQ or … Challenges and Opportunities for Patient Engagement, Implementation, Adoption, and
Scaling Through PC CDS Case … Studies.
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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 - CDS, including recommendations for how to use AI to scale PC CDS in a patient-centered way. … I still have to know how to be a doctor … I
have to know when AI is wrong. … , which uses AI
to predict how likely a patient’s
symptoms may lead to hospitalization. … To address challenges related to a lack of
clinician education about how to use AI-based PC CDS for … A lack of training or familiarity on how underlying AI models in PC CDS
come to a decision combined
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cdsic.ahrq.gov/sites/default/files/2023-09/Stakeholder%20Center%202023%20Q3%20Report%20to%20AHRQ%209.27.23.pdf
January 01, 2023 - While a robust body of evidence on shared decision making processes exists, little is known as to how … The report utilizes use cases to demonstrate how patient
health outcome measures could be applied to … addition to clinician-centric
measures, into their assessments and can consult the inventory to do so … The product provides a standard approach for describing how PC CDS
interventions are designed, developed … This product can
help PC CDS implementers understand how a patient-facing app will be incorporated into
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cdsic.ahrq.gov/sites/default/files/2024-09/AHRQ%20Final%20TPC%20SDOH%20Action%20Plan.pdf
January 01, 2024 - few informants highlighted that most clinical guidelines do not address or acknowledge how SDOH
and … They just do it because it's part of what they have to do.”
17
The lack of closed-loop referral … data on a routine basis is to ensure transparency in how the social risk and
needs data are collected … easy for folks to do
that.” … standards may not adequately
capture patients' social needs and often do not match with how SDOH are
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cdsic.ahrq.gov/sites/default/files/2025-02/Innovation%20Center%20Q4%202024%20Progress%20Report_02.21.25.pdf
January 01, 2025 - The opinions
expressed in this document are those of the authors and do not reflect the official position … The goals of these
2
projects are to conceptualize how artificial intelligence (AI) can be … Studies;8 3) Trust & Patient-Centeredness Workgroup: An Introductory Handbook for Patient
Engagement … clarify how it is being implemented in the PC CDS landscape. … Studies.
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cdsic.ahrq.gov/sites/default/files/2023-09/SMD%20PC%20CDS%20Performance%20Measurement%20Inventory%20User%20Guide_FINAL_9.19.23.pdf
January 01, 2023 - determine what to measure and how. … how often a CDS tool had the potential to inform
decision making. … Developing a logic model87,88 to explain how a PC CDS tool can improve care processes,
and ultimately … consequences of implementation and use, including reviews to ensure
EHR system changes and updates do … fatigue: A case study.
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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 - information about their health and access to their records,
but do not necessarily expect that in an … However, the importance
of these areas and how they relate to other measurement areas was a major discussion … plan they do not
understand or if they do not trust their clinician. … , recommended activities, and how to navigate
the healthcare system. … Trust in Clinician How much trust a patient has in their doctor or other healthcare
providers.
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cdsic.ahrq.gov/cdsic/cdsic-stakeholder-community-outreach-center
January 02, 2025 - forum for a diverse range of clinical decision support (CDS) stakeholders to come together to help shape … Decision Support Planning and Reporting Tool User Guide
This user guide provides information about how … Challenges and Opportunities for Patient Engagement, Implementation, Adoption, and Scaling Through PC CDS Case … Studies
This report offers insights and recommendations for implementing and scaling patient-centered … shared set of override domains that can be used by developers and researchers when analyzing why users do
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cdsic.ahrq.gov/sites/default/files/2023-09/TPC_Codesign%20Report%20to%20AHRQ%20FINAL.pdf
January 01, 2023 - building by revealing end-users’ mental models for how
things do (or should) work in the real-world … End-users are asked to
imagine what the final tool will do or look like, and how they envision using … suggested features or functionalities into PC CDS design, or to do so in a way that also
aligns with … o How do these influence which methods are best suited to generate needed input
at each point in co-design … Innovation in a Disrupted World: How to Discover New and Emerging Jobs to be Done.
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cdsic.ahrq.gov/sites/default/files/2024-08/TPC%20Patient%20Preferences%20Workflow%20Lifeflow_8.15.2.pdf
January 01, 2024 - Introduction
Patients have a variety of preferences that influence how they would like to interact … technology and
individuals who do not respond to automated patient portal requests. … do. … for some patients to do that. … , preferences do not always fit into discrete or binary categories, and there needs to
be a balance
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cdsic.ahrq.gov/sites/default/files/2025-03/SRF%20Standards%20for%20Patient%20Preferences.pdf
January 01, 2025 - 4.4 Communication
The Communication domain includes preferences related to when, how, and how often … communication, such as when a patient prefers to receive communications (e.g., time of day), how
often … There is a SNOMED CT code on preferences for “Do not resuscitate orders.”83
Additionally, the Post-Acute … Recommendation 8: Conduct research on how to effectively capture patient preferences, including
how … Coordinated use of Health Level 7 standards to support
clinical decision support: Case study with shared
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cdsic.ahrq.gov/cdsic/workgroup-viewpoint
February 03, 2023 - CDS Outcomes and Objectives Workgroup The CDS Outcomes and Objectives Workgroup is exploring how to best … key element of this will be a focus on outcomes that are important to patients. … knowledge gap regarding how to use PC CDS to facilitate the integration of SDM into clinical practice … measure it. [5] Further, current CDS performance measurements, which focus on clinician-facing CDS, do … mitigate mistrust in PC CDS artifacts due to a perceived lack of source credibility.
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cdsic.ahrq.gov/sites/default/files/2023-09/FINAL%20OO%20PC%20CDS%20SDM%20Report.pdf
January 01, 2023 - involved in decision making and how they prefer to make
decisions), may help inform how clinicians … do,’ and they don’t think of it so much in terms of what
they’re trying to get out of the care.” … Data & Risk Communication • How do we define the MCID in PRO and other PGHD over time (in
samples/populations … On how to define and measure SDM. … Coordinated use of Health Level 7 standards to support clinical decision support:
Case study with shared
-
cdsic.ahrq.gov/sites/default/files/2025-06/Innovation%20Center%20Q2%202025%20Progress%20Report_to%20DTP_06.24.25.pdf
January 01, 2025 - The opinions
expressed in this document are those of the authors and do not reflect the official position … The goals of these
2
projects are to conceptualize how artificial intelligence (AI) can be used … The inventory contains a user guide, which describes the purpose of the
inventory, how it can be used … clarify how it is being implemented in the PC
CDS landscape. … to a peer-reviewed
journal and received reviewer feedback.
-
cdsic.ahrq.gov/sites/default/files/2023-08/CDSiC%20App%20Interoperability%20Report_508.pdf
January 01, 2023 - an alert or
writes in a critical value in the EHR and clinicians do not act on it in a timely manner … EHR determines
how to route the message
• FHIR
CommunicationRequest
Display a dialog/alert when … how to route the message. … how to route the message. … The EHR
determines how to route the message.