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52M • MRN: 129845 • Last A1C: 9.2
AI-Extracted Evidence:
AI Clinical Insights
Patient shows worsening glycemic control and poor adherence to follow-up. Consider scheduling urgent telehealth appointment and medication review. Patient mentioned transportation difficulties in last visit note.
68F • MRN: 347621 • Last A1C: 8.7
AI-Extracted Evidence:
AI Clinical Insights
Stable but inadequate glycemic control; consider intensification of insulin regimen. Recent telehealth notes mention patient has difficulty with blood glucose monitoring due to vision issues. Consider in-home nursing evaluation.
System performance and data sources
Our DEfRAG technology extracts medical concepts, relationships, and context from unstructured clinical notes with 98.4% accuracy. Handles medical abbreviations, misspellings, and complex medical terminology.
Example: "Pt c/o SOB x3d, O2 sat 92% RA" is automatically understood as "Patient complains of shortness of breath for 3 days, oxygen saturation 92% on room air"
Automatically builds a comprehensive patient knowledge graph connecting symptoms, diagnoses, treatments, and outcomes across the entire medical record, exposing hidden relationships and patterns.
Example: Automatically identifies that a patient's cough started 2 weeks after beginning an ACE inhibitor, even when documented in separate visit notes by different providers.
Using our D3R (Dynamic Dialogue-Driven Retrieval) technology, the system understands complex clinical questions in natural language and provides precise answers with evidence citations.
Example: "Show patients who were prescribed amoxicillin but reported a penicillin allergy" retrieves relevant cases across thousands of records in seconds.
Pt c/o HA x 2d, rates 8/10. Denies n/v. BP 148/92, HR 86, T 98.6. HEENT unremarkable except for mild photophobia. Neuro exam non-focal. Will try Toradol 30mg IM now and rx Imitrex. F/u 1wk or sooner prn.
Patient complains of headache for 2 days, rates pain as 8/10 severity. Denies nausea/vomiting. Vital signs: BP 148/92 (elevated), HR 86, Temperature 98.6°F. HEENT exam unremarkable except for mild photophobia. Neurological exam non-focal. Treatment plan: Toradol 30mg IM now and prescription for sumatriptan (Imitrex). Follow up in 1 week or sooner if needed.
AI-Generated Patient Overview
52-year-old male with 5-year history of poorly controlled Type 2 Diabetes (average A1C 8.7 over last 12 months). Concurrent hypertension (controlled with medication) and obesity (BMI 34.2). Adherence issues documented across multiple visit notes, with recurring transportation challenges mentioned by three different providers.