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cdsic.ahrq.gov/sites/default/files/2024-09/CDSiC%20Chart%20Book%202024_508.pdf
January 01, 2024 - For example, surveys are considered a low-intensity
form of involvement as they require a limited commitment … rates of clinician override for drug-drug interaction alerts
prior to redesigning CDS21
Creating Low-Resolution … Mockups for
Early Input
Prototyping is the process by which generated ideas are translated into
low-resolution … Until a product is developed
enough to take its final form, low-resolution prototypes can be used to … , Simultaneous Input from Multiple End-Users
Helping Developers Empathize with End-Users
Creating Low-Resolution
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cdsic.ahrq.gov/sites/default/files/2024-09/SRF_Patient%20Preference%20Standardization%20Priorities_508.pdf
January 01, 2024 - Participants also discussed preferences
related to personal characteristics and communication as “low-hanging … fruit” preferences for standardization, low-priority
preferences for standardization, and challenges … ”
– Roundtable Participant
10
standardize (i.e., “low-hanging fruit” to address in 2–5 years … Roundtable participants identified personal characteristics and communication preferences as
“low-hanging … Patient preferences identified as “low-hanging fruit”
for standardization included communication in
-
cdsic.ahrq.gov/cdsic/workflow-lifeflow
July 01, 2023 - For example, CDS that does not fit comfortably into clinical workflows may contribute to low user acceptance
-
cdsic.ahrq.gov/cdsic/Sonja-Fulmer
Policy for Device Software Functions and Mobile Medical Applications; General Wellness: Policy for Low
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cdsic.ahrq.gov/sites/default/files/2023-09/TPC_Codesign%20Report%20to%20AHRQ%20FINAL.pdf
January 01, 2023 - If appropriate, these one- or low-
touch consultations can supplement other ongoing consultations. … A critical design step, prototyping is the process by
which generated ideas are translated into low … Testing involved asking participants to
examine and verbally describe their reactions to low-fidelity … Table of Co-design Methods by Phase of Co-design
Methods in the left column—with high reach and low … developers to solicit more in-depth, directive input during co-design while requiring only one- or
low-touch
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cdsic.ahrq.gov/sites/default/files/2023-08/Exec%20Sum_SMD%20Workflow%20Measurement%20Approaches%20Report%20to%20AHRQ%208.9.23_508.pdf
January 01, 2023 - Quality: The majority of evidence
related to PC CDS workflow and lifeflow impacts
found was rated as “low … Develop standardized, low-cost, informative measures
for determining CDS intervention acceptance.18 … Reducing alert fatigue by sharing low-
level alerts with patients and enhancing collaborative decision
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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 - lifeflows”).3 For example, CDS that does not fit comfortably into clinical workflows may
contribute to low … , meta-analyses indicated a high level of heterogeneity and deemed the level of evidence as
having low … Develop standardized, low-cost, informative measures for
determining CDS intervention acceptance.54 … , the evidence for commonly assessed outcomes is often deemed to have a high risk of bias or
be of low … Reducing alert fatigue by sharing low-
level alerts with patients and enhancing collaborative decision
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cdsic.ahrq.gov/sites/default/files/2024-09/Final%20IAS%20PC%20CDS%20Case%20Studies%20Report_2.pdf
January 01, 2024 - process to ensure the PC CDS both performs as intended and
mitigates unintended consequences (e.g., low … These barriers led to low
uptake, missing data, alert fatigue, and clinician burden. … PC CDS that does not fit smoothly into a
clinician’s workflow can lead to low adoption due to alert … This difference led to low
18
uptake amongst broader groups of clinicians, disparities between … One project experienced low
patient uptake of the clinical treatment recommendations because patients
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cdsic.ahrq.gov/sites/default/files/2025-03/Final_MO_Patient%20Preference%20Report_6.7.24.pdf
January 01, 2025 - considerations in the measurement of patient preferences for vulnerable
populations, including people with low … because the tools are too burdensome to
implement in under-resourced settings, including rural and low-income … Without measurement
tools that adequately account for low levels of health literacy, the preferences … patient preference scales and tools with underrepresented
patient populations, especially those with low
-
cdsic.ahrq.gov/sites/default/files/2024-06/Final_MO_Patient%20Preference%20Report_6.7.24_0.pdf
January 01, 2024 - patient preferences for
marginalized and medically underserved populations, including people with low … Without measurement
tools that adequately account for low levels of health literacy, the preferences … patient preference scales and tools with underrepresented
patient populations, especially those with low
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cdsic.ahrq.gov/sites/default/files/2023-08/CDSiC%20App%20Interoperability%20Report_508.pdf
January 01, 2023 - Each opportunity is prioritized as low-, medium-,
or high-priority based on the CDSiC Standards and … Low-priority opportunities are those with relatively lower importance and/or readiness for
implementation … Low
Standards are needed
• Develop an implementation guide on communicating enrollment requests … Low
Scenario 5: Notifying Patients
Standards exist, but require further implementation
• Expand … Low
Standards exist, but modification is needed
• Develop new hooks that enable delivery of PC CDS
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cdsic.ahrq.gov/sites/default/files/2023-10/CDSiC%20Innovation%20Core-PRO%20Dashboards%20Overview%20Revised_Small_1.pdf
January 01, 2023 - hypothetical example, they’re
primarily making referrals to
behavioral health or prescribing
a low
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cdsic.ahrq.gov/sites/default/files/2024-06/Copy%20of%20Final_MO_Patient%20Preference%20Inventory_6.7.24_508_0.xlsx
January 01, 2024 - Instrument may not be applicable to people with limited to no internet access (e.g., rural, unhoused, low … .71 and .89, indicated a truer assessment of internal consistency given the congeneric model fit and low
-
cdsic.ahrq.gov/sites/default/files/2025-03/Copy%20of%20Final_MO_Patient%20Preference%20Inventory_6.7.24_508.xlsx
January 01, 2025 - Instrument may not be applicable to people with limited to no internet access (e.g., rural, unhoused, low … .71 and .89, indicated a truer assessment of internal consistency given the congeneric model fit and low
-
cdsic.ahrq.gov/sites/default/files/2023-09/SMD%20PC%20CDS%20Performance%20Measurement%20Inventory%20User%20Guide_FINAL_9.19.23.pdf
January 01, 2023 - our scoping review found that the majority of the evidence
related to CDS performance was rated as “low … seldom
reported measure of CDS effectiveness in CDS
clinical trials, and when reported, uptake was
low … A prospective mixed-methods study of decision-making on
surgery or active surveillance for low-risk
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cdsic.ahrq.gov/sites/default/files/2023-09/FINAL%20OO%20PC%20CDS%20SDM%20Report.pdf
January 01, 2023 - health outcomes and
satisfaction with care.2,3 While adoption rates among patients and consumers remain low … Prostate Cancer
Decision Aid for
Early-stage
Patients
Prostate cancer Treatment Men diagnosed with
low
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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 - factors—influence patients’ judgments regarding the quality,
credibility, and trustworthiness of a source.62
Low … to engage with PC CDS tools.77-,78,79,80 For example, studies show that
older adults tend to have low … health/digital literacy as well as low trust in online health
information; both of these factors influence
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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 - Greater than 3 seconds = high effort expectancy, less than 1 second = low effort expectancy. … A Prospective Mixed-Methods Study of Decision-Making on Surgery or Active Surveillance for Low-Risk Papillary … Health Informatics J. 2020;26(1):613-627. doi:10.1177/1460458219841167
Results Usability Effectiveness Low
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cdsic.ahrq.gov/sites/default/files/2023-07/Updated_OOPatientPreferenceTaxonomy.pdf
January 01, 2023 - of
others in treatment decisions, patients may state a preference for deciding on their own in a low-stakes … systematic review examined methodological concerns related to patient preferences and found overall
low … A tailored, dialogue-based health communication application for patients with chronic low
back pain … Identifying patients' beliefs about treatments for chronic
low back pain in primary care: a focus group
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cdsic.ahrq.gov/sites/default/files/2024-09/AHRQ%20Final%20TPC%20SDOH%20Action%20Plan.pdf
January 01, 2024 - factors are “adverse social conditions associated with poor health,”4 such as housing instability or
a low … data are underrepresented in research), or if they affect patients differently (e.g., if patients with low