19
Documents Processed
mixed-format · MRI, labs, Rx
94
Variables Extracted
schema-constrained
85.5%
Avg Extraction Confidence
12 auto-passed · 7 flagged
19
AI Patient Summaries
source-linked synopses
Processing Pipeline
Every step runs on the hospital's own servers — five gated stages.
Upload
19 ingested
→
OCR Quality Gate
dots.ocr · Tesseract5
→
AI Extraction
Nemotron-mini · running
→
Validation
7 await clinician
→
Export
REDCap · Medidata
Recent Documents
| Document | Type | Stage | Extraction confidence |
|---|
Drop clinical documents to ingest — scans, handwritten Rx, lab reports, discharge summaries
HIPAA-aligned
GDPR-aligned
FDA 21 CFR Part 11
ICH E6 (R2) GCP
Confidence-gated human review < 0.89 · de-identified test data
Cross-Document Patient Timeline
Rajesh K., 58M — aggregated automatically across 6 disconnected reports. Each entry links back to its source line.
Serum Lactate▲ rising
4.2 mmol/L
WBC Count▲ rising
17.8 ×10⁹/L
MAP▼ falling
62 mmHg
AI-Generated Patient Summary
Synthesised by DeepSeek-R1 (14B), locally · every clause traces to a source document.
Rajesh Kumar, 58M. Admitted via ED with a 3-day history of fever, dysuria and progressive lethargy. Presentation and trajectory are consistent with urosepsis on a background of type-2 diabetes mellitus (HbA1c 9.1%).
Serial labs show a rising inflammatory profile — lactate 4.2 mmol/L, WBC 17.8 ×10⁹/L — with a falling mean arterial pressure (62 mmHg), meeting Sepsis-3 criteria. Blood cultures from 14 Feb grew E. coli sensitive to meropenem.
Current regimen: IV meropenem 1g q8h, IV fluids per resuscitation protocol. Renal function borderline (creatinine 1.6 mg/dL) — flagged for nephrology review.
Safety Signals
Auto-surfaced by the extraction layer — ranked by clinical severity.
Rising lactate + hypotension — possible septic shockLactate ▲ 2.1 → 4.2 mmol/L over 18h while MAP ▼ to 62 mmHg. Escalation criteria met.
Nephrotoxic-drug cautionCreatinine 1.6 mg/dL with concurrent contrast MRI on 13 Feb — review cumulative nephrotoxic load.
Glycaemic control gapHbA1c 9.1% — uncontrolled diabetes; no documented endocrinology input in available records.
OCR Quality Gate — Review Queue
Any extraction below the 0.89 confidence threshold is paused and routed here for mandatory clinician verification (clinical-amber).
Audit Log
Every event recorded — document, model used, confidence, actor. Immutable & export-ready for 21 CFR Part 11.
| Timestamp | Event | Document | Model | Confidence |
|---|
Clinical Assistant
Ask across all 19 documents. Powered by Llama 3.1, running locally — answers cite their source documents.
Summarise this patient's antibiotic history
What were the latest lab trends?
Any contraindications for contrast imaging?