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Sample walkthrough
DEMO-1001 · stage IV lung adenocarcinoma · fully synthetic

It starts with your dictionary, not our model.

We define the data model with you first — the event types, their fields, which source wins, and how repeats resolve. These four carry the patient's whole course.

BiomarkerResult

molecular alterations & expression

biomarker_name · req
biomarker_result · req
specimen_type
test_date · basis
as_of_date · req
TreatmentObservation

therapy starts, stops & switches

treatment_name · req
treatment_status · req
treatment_dose
treatment_change_reason
DiseaseResponseAssessment

RECIST response per scan

response_category · req
assessment_date · basis · req
assessment_method
ECOGAssessment

performance status over time

ecog_score · req
assessment_date · basis · req

Extraction reads one document at a time.

The patient's initial consult note. Click any highlighted phrase — extraction lifts a structured value, with its verbatim evidence and a character-level citation.

DEMO-1001 · initial consult · 2025-01-10 Synthetic record

MERIDIAN ONCOLOGY ASSOCIATES · INITIAL CONSULT

CC: New diagnosis, stage IV lung adenocarcinoma.

Molecular: NGS panel (tissue, resulted 01/09/2025) identifies EGFR exon 19 deletion. No T790M, ALK, ROS1, or KRAS. PD-L1 IHC (22C3) TPS 15%.

ECOG: Performance status 1 (ambulatory).

Plan: Given the actionable EGFR deletion, initiate first-line Zenclavir 80 mg PO daily. Restaging CT in 12 weeks.

Click a highlighted phrase to see the value it produces.

Four event-bearing extractions from this one note.

Resolution is where judgment lives.

Extraction is high-recall on purpose, so one fact shows up many times — restated and copied forward across every later note. A naive merge would take the latest mention. Resolution doesn't.

The source hierarchy anchors the event to the actual assay — the January molecular report — not the December note that quotes it. The rest are kept as citations, so your cohort never counts one biomarker four times, or dates it wrong.

EGFR exon 19 deletion · resolve
high-recall extraction · 4 mentions, one fact
Dec 01 · progress notecopied forward
Sep 02 · progress noterestated
Apr 10 · progress noterestated
Jan 10 · tissue NGS reportthe assay ✓
↓ a molecular report outranks any note that quotes it
EGFR exon 19 deletion · Positive
as_of 2025-01-10 — the assay date, not Dec 01, the latest mention
3 restatements kept as citations

What lands in your warehouse.

Four joined tables — Events, Extractions, Citations, Evaluations. Read down this one patient and the whole arc is there. Click any event to trace it to the note.

2025-01-10
BiomarkerResult

EGFR exon 19 deletion — Positive

Tissue NGS. The driver that sets first-line therapy.

2025-01-10
TreatmentObservation

Zenclavir — Started · 80 mg PO daily

2025-04-10
DiseaseResponseAssessment

Partial Response (RECIST 1.1)

2025-09-02
DiseaseResponseAssessment

Progressive Disease

The course turns here.

2025-09-02
BiomarkerResult

MET amplification — Positive (CN 8)

Plasma liquid biopsy. The resistance mechanism.

2025-09-02
TreatmentObservation

Zenclavir — Discontinued

2025-09-12
TreatmentObservation

Trevoxamab — Started

Second-line therapy after resistance.

2025-12-01
DiseaseResponseAssessment

Partial Response (RECIST 1.1)

Response to the switch.

trace an eventDEMO-1001
eventvaluedate
biomarkerEGFR exon 19 del2025-01-10
treatmentZenclavir · Started2025-01-10
biomarkerMET amp (CN 8)2025-09-02
treatmentZenclavir · Discontinued2025-09-02
click a row to trace it · check passed · human verified