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cdsic.ahrq.gov/sites/default/files/2025-03/Final_MO_Patient%20Preference%20Report_6.7.24.pdf
January 01, 2025 - Preferences ................13
4.4 Address Needs of Medically Vulnerable Populations .............. … The tool has been successfully pilot tested with a population.
• Used in a clinic/health system. … Use Population. … This column describes the patient population the tool is designed for.
5
Condition/Disease Context … The identified tools may not fit the needs of all patient populations or healthcare settings.
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cdsic.ahrq.gov/sites/default/files/2024-07/OY1_FINAL%20TPC%20Patient%20Perspectives%20Generative%20AI.pdf
January 01, 2024 - potential challenges related to mistrust, particularly for historically marginalized or
vulnerable populations … to include
individuals from diverse backgrounds, there is a need to explore views across different populations … development of these tools, where the perceived accuracy of the
data might not represent the true patient population … navigating the existing healthcare system,
particularly for historically marginalized or vulnerable populations … Without considerations for historically marginalized or
vulnerable populations, the implementation and
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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 - PC CDS, ensuring that PC CDS reaches a variety of health systems, geographic locations,
or patient populations … PC CDS, ensuring that PC CDS reaches a
variety of health systems, geographic locations, or patient populations … , key informants noted opportunities exist for AI to deliver
healthcare more efficiently to larger populations … during clinical decision making and
lead to patient harm.69 For example, decisions made about a patient population … that was not trained using a representative dataset can result in adverse treatment outcomes
for said population
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cdsic.ahrq.gov/sites/default/files/2024-09/Final%20IAS%20PC%20CDS%20Case%20Studies%20Report_2.pdf
January 01, 2024 - and two
projects specifically noted that the patients they engaged were not representative of the population … The FHIR Clinical
Guidelines Implementation Guide did not support the population-level queries necessary … For example, one project described being unable to sustain a
population-level version of their PC CDS … Population health management approach to depression symptom
monitoring in primary care via patient portal … Pragmatic clinical trial of population health, portal-based
depression screening: The PORTAL-depression
-
cdsic.ahrq.gov/sites/default/files/2023-09/FINAL%20OO%20PC%20CDS%20SDM%20Report.pdf
January 01, 2023 - this personal data, and we only have the ability to
12
personalize it for a subset of the population … Beyond potential lack of access, other patient populations may not be accustomed to taking an active … These tools may not be fully accessible to all populations due to lack of
infrastructure to support … Data & Risk Communication • How do we define the MCID in PRO and other PGHD over time (in
samples/populations … A Systematic Review and Meta-Analysis of Patient Decision Aids for Socially
Disadvantaged Populations
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cdsic.ahrq.gov/cdsic/AI-viewpoint
February 25, 2025 - AI-supported PC CDS; and considering potential challenges related to mistrust, particularly for vulnerable populations … continue to explore the impact of generative AI-supported PC CDS, particularly among different patient populations … using AI to scale PC CDS—defined as efforts to widen use of PC CDS across health systems and patient populations—carefully
-
cdsic.ahrq.gov/sites/default/files/2023-08/Checklist_SMD%20Planning%20Implementation%20Reporting_508fillable.pdf
January 01, 2023 - PC CDS delivery method that
is appropriate for the patient
population and types of data
available. … identified and engaged in
PC CDS implementation,
particularly patients
representing vulnerable
populations … Consider unique internal
and external factors faced
by vulnerable populations. … were identified and engaged in PC CDS implementation, particularly patients representing vulnerable populations … encounter when using the PC CDS:
Consider unique internal and external factors faced by vulnerable populations
-
cdsic.ahrq.gov/cdsic/implementation-case-studies
August 01, 2024 - recruitment methods and refining feedback mechanisms to ensure representation across varied patient populations
-
cdsic.ahrq.gov/sites/default/files/2024-09/Final_MO%20PC%20CDS%20Planning%20and%20Reporting%20Tool_0.pdf
January 01, 2024 - ☐
Not Applicable ☐
Task Description
PC CDS delivery method appropriate for the patient
population … were identified and engaged in PC CDS
implementation, particularly patients representing
vulnerable populations … Consider unique internal and external factors
faced by vulnerable populations.
13
Task
-
cdsic.ahrq.gov/sites/default/files/2023-08/CDSiC%20App%20Interoperability%20Report_508.pdf
January 01, 2023 - Integrated PC CDS and Population-Level Analytics. … Population-level analytics
Population-level health analytics can use bulk data access to EHRs, whereby … Bulk FHIR
standard.67 The HL7 Bulk Data Access (Flat FHIR) API supports export of data for patient populations … Healthcare API, and Epic’s EHR.68,69
Recently, researchers tested an approach using CDS Hooks to process populations … for Integrated PC CDS and Population-Level Analytics
4.3.3 Integrated PC CDS and Population-Level Analytics
-
cdsic.ahrq.gov/sites/default/files/2024-09/Final_MO%20PC%20CDS%20User%20Guide%20(1)_0_0.pdf
January 01, 2024 - justifications for the tool
type, choice of delivery method, targeted user, and
workflow given the patient population … Users should consider reporting unique
internal and external factors faced by vulnerable populations … when reporting results from program evaluations to determine the overall value
of the PC CDS to this population … ☒
Not Applicable ☐
Task Description
• PC CDS delivery method appropriate for the patient population … Consider unique internal and external factors faced by
vulnerable populations.
-
cdsic.ahrq.gov/sites/default/files/2023-10/CDSiC%20Innovation%20Core-PRO%20Dashboards%20Overview%20Revised_Small_1.pdf
January 01, 2023 - could be useful for identifying disparities related to PROM
competition or viewing within special populations … could be useful for identifying disparities related to PROM
competition or viewing within special populations
-
cdsic.ahrq.gov/sites/default/files/2024-09/PAIGE%20Assessment%20Report_Public%20Version.pdf
January 01, 2024 - can streamline
communication between clinicians and patients, and which clinician types and patient populations … limited digital or health literacy to
understand whether PAIGE is effective for different patient populations … can streamline communication between clinicians and patients,
and which clinician types and patient populations … assessment to ensure future prototypes enhance usability and utility for
different patient and clinician populations
-
cdsic.ahrq.gov/sites/default/files/2023-08/User%20Guide_SMD%20Planning_%20Implementation_%20Reporting_508.pdf
January 01, 2023 - justifications for the tool type, choice of
delivery method, targeted user, and workflow given the patient population … In particular, implementers can engage
patients representing vulnerable populations in implementation … implementers should
consider reporting of unique internal and external factors faced by vulnerable populations … when reporting results from program evaluations to determine the overall value
of the PC CDS to this population … champions to
disseminate information about the tool and encourage use among other relevant patient
populations
-
cdsic.ahrq.gov/sites/default/files/2025-03/Copy%20of%20Final_MO_Patient%20Preference%20Inventory_6.7.24_508.xlsx
January 01, 2025 - • Use Population: This column describes the patient population the tool is designed for.
• Condition … may not be applicable to people with limited to no internet access (e.g., rural, unhoused, low income populations … validated for use in primary care and surgical settings It has also been validated for use with general populations … Decisional Control Preferences in the Hispanic Population in the Bronx. 2019. … Decisional Control Preferences in the Hispanic Population in the Bronx. 2019.
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cdsic.ahrq.gov/sites/default/files/2024-09/AHRQ%20Final%20TPC%20SDOH%20Action%20Plan.pdf
January 01, 2024 - holistic care recommendations that positively impact clinical and quality of care outcomes for all
populations … -
related social needs can introduce bias or stigma and perpetuate stereotypes for certain patient
populations … From the patient perspective, screening tools should be carefully chosen based on the patient
population … PC CDS developers should partner with patient advocacy groups representing the at-risk population in … utility
for advancing person-centeredness, SIREN’s framework will support evaluation of individual and
population
-
cdsic.ahrq.gov/cdsic/patient-preference-measurement-tools-inventory
June 20, 2024 - the following aspects of each instrument/tool: Delivery method Extent of adoption in healthcare Use population
-
cdsic.ahrq.gov/sites/default/files/2023-05/InnovationCenterQ4ProgressReportFinalForDTPFINAL.pdf
January 01, 2023 - aim is for the framework to be
extensible and adaptable to different health care settings, patient populations
-
cdsic.ahrq.gov/sites/default/files/2024-09/Quartz%20Assessment%20Report_Public%20Version_0.pdf
January 01, 2024 - Further, managing a population of patients requires resources
to monitor a panel of patient data at … and they call for further determination of features that would
improve adherence in other patient populations … – Patient Informant
24
Second, patient care should be at the population level as well as individual … For
which patient populations?
6. … Which patient populations might be best suited for this monitoring app?
13.
-
cdsic.ahrq.gov/sites/default/files/2025-03/Innovation%20Center%20Q1%202025%20Progress%20Report_03.25.25.pdf
January 01, 2025 - measurement to assess PC CDS performance that are extensible to different health
care settings, patient populations … is particularly pertinent for chronic conditions
such as hypertension that impact a large patient population