Sleep Apnea
Department of Veterans Affairs · VHA: Veterans Health Administration
Overview
- Development stage
- DeployedSource: c) Deployed – The use case is being actively authorized or utilized to support the functions or mission of an agency.
- High-impact designation
- High-impactSource: a) High-impact
- Impact justification
- Not reported
- Start date
- Not reported
- Withheld from public reporting
- Not reported
Mission
- Topic area
- Health and Medical
- Operational functions
- Summarization, Clinical and medical Derived by keyword rules; see methodology
Problem the AI is intended to solve
Improve Veteran care by increasing access to diagnosis and treatment of Veterans at high risk for sleep apnea, a condition that is not recognized in an estimated 80-90% of people who have it but poses significant negative impact on quality of life, productivity, sleep satisfaction, daytime fatigue, motor vehicle accidents, hypertension, and possibly other comorbidities(associations via observational trials of sleep apnea and cardiovascular morbidity and mortality) The AI solution predicts a patient's risk of Sleep Apnea. Clinicians use this information to increase access to diagnosis and treatment of patients at high risk for sleep apnea. A data pipeline, not a person, gathers the data and a LLM summarizes the information. Outputs are graded by humans to determine accuracy.
Expected benefits
Increased efficiency in delivering healthcare.
System outputs
Power BI Reports predicting a patients risk of Sleep Apnea.
Technology
- AI classification
- Natural language processingSource: Natural Language Processing: AI that processes, interprets, and shares information in human language.
- System name(s)
- Not reported
- Custom-developed code
- Yes
- Public source code
- Not reported
Sourcing
- How it was built
- Purchased from vendorSource: a) Purchased from a vendor
- Vendor (as reported)
- Not reported
- Vendors (standardized)
- None on the standard list
A vendor is the supplier named by the agency. It does not identify the underlying model or AI technology.
Data and privacy
- Involves PII
- Not reported
- Privacy Impact Assessment
- Not reported
- Authorization to Operate
- Not reported
- Demographic features
- Not reported
- Training and evaluation data
- Not reported
- Federal Data Catalog
- Not reported
Governance
0 of 8 minimum-practice questions answered. A blank answer means the agency reported nothing; it does not mean the practice is absent.
Potential impacts and how they were identified
Not reported