On-Demand Clinical Score: 3.6/5.0

Patient History Summary ("Highlight Reel")

On-Demand Knowledge Work | Internal (ED Physicians) audience

The Problem

ED patients with complex histories present with 5 to 10+ years of EHR data, multiple prior hospitalizations, surgeries, and diagnoses. ED physicians face 2 to 3 minutes to review and have no time for deep chart review. Manual synthesis of key facts (active problems, medications, recent crises) is time-consuming and error-prone; key information is missed, leading to suboptimal care decisions.

What the Agent Does

Physician opens patient chart in ED (or searches by MRN)
Agent synthesizes years of longitudinal EHR data into a 30-second structured summary ("Highlight Reel"):
Active Problems: Current diagnoses (CHF, diabetes, COPD, depression)
Current Medications: Active prescriptions (relevant to ED chief complaint)
Recent Hospitalizations: Last 3 ED visits or hospitalizations with reasons and dates
Allergies: Drug allergies with reaction type (rash, anaphylaxis)
Surgical History: Prior surgeries relevant to current complaint
Functional Status: Recent mobility/cognitive status
Advance Directives: DNR/DNI status if present
Displays summary in easy-to-scan format (above-the-fold on EHR)
Highlights any conflicts (e.g., patient on ACE inhibitor but notes indicate ACE inhibitor allergy)
Links to full records if physician needs details

Data Requirements

Primary Data Sources: Full EHR longitudinal record (problem list, medication list, encounter history, past surgical history, allergy list, advance directive), Health Information Exchange (HIE) data if patient established elsewhere, prior hospitalization summaries
Classification: PHI/PII (patient identifiers, entire medical history)
Quality Metrics: Summary completeness >95%; accuracy of synthesized information >98%; clinician satisfaction >4.2/5
Complexity: High (longitudinal data aggregation, clinical NLP for information extraction, prioritization of relevant facts)
Systems: Epic, Cerner, Health Information Exchanges (HIEs)

Score Breakdown

Criterion	Weight	Score (1-5)	Weighted
Time Recaptured	15%	4	0.60
Error Reduction	10%	4	0.40
Cost Avoidance	10%	3	0.30
Strategic Leverage	5%	3	0.15
Data Availability	15%	4	0.60
Process Clarity	15%	3	0.45
Ease of Implementation	10%	3	0.30
Fallback Available	10%	3	0.30
Audience (Int/Ext)	10%	4	0.40
Composite	100%		3.60

Why It Scores Well

Cognitive Load Reduction: Enables rapid assessment of complex patients; improves ED efficiency
Patient Safety: Reduces medication errors, duplicate tests, missed diagnoses due to chart review gaps
Implementation Simplicity: Displays existing EHR data in new format; no new data collection
Scalability: Applies to all ED presentations with complex histories

Regulatory Alignment

HIPAA: Synthesis of existing patient PHI; no new data transmission; standard access controls apply
FDA: Summary is informational; no clinical decision-making by agent; unlikely to be classified as medical device
State Medical Board: Agent is clinical decision support (information only); no independent medical advice

Sprint Factory Fit

2 to 3 sprints (EHR data aggregation, clinical NLP for information extraction, UI/UX design, ED workflow integration)

Sprints Required: 2 to 3 sprints (EHR data aggregation, clinical NLP for information extraction, UI/UX design, ED workflow integration)
Timeline: 4 to 6 weeks from requirements to pilot
Governance: ED physician review of summary format and content accuracy; audit summary completeness in first 50 cases
Success Metrics: Chart review time reduction >30%; clinician satisfaction >4.1/5; no adverse events attributable to missed summary information

Comparable Implementations

Epic: Inpatient summary and context features
Cerner: Population health views
Health Information Exchanges (HIEs): Longitudinal aggregation

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Governance Risks to Consider

Before deploying this use case, review these agentic AI risks from the Corvair Risk Catalogue. Each is scored on the DAMAGE framework and mapped to regulatory expectations.

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