Clinical Narrative Input

Paste unstructured discharge summary, progress note, or select a preset
Cohort Batch:
Instant Term Disambiguator Test acronyms (e.g., "HTN", "DM2", "MS", "SOB")

Linked Entity Explorer

Interactive spans color-coded by medical ontology
SNOMED CT RxNorm LOINC
🔄 Active Learning Batch: 0 / 50 Verified Spans
🎯 Mined Hard Negatives: 0 Triplets
Entities Extracted 0
SNOMED Disorders 0
RxNorm Meds 0
LOINC Labs 0
Mean Confidence 0.0%
🏆 GOLD BENCHMARK Gold Dataset Evaluation: 10043750-DS-6
Stage-2 Cross-Encoder (96.83% Val Acc)
48.2% Strict Recall@1 (+160.5% vs Base)
74.7% Top-5 Recall
64.1% Semantic Recall@1
94 / 129 Unique Concept Coverage
170 Gold Mentions in Note
3.87% Expected Calibration Error (ECE)
49.82% Span Precision (IoU ≥ 0.5)
46.64% Exact Span Precision (IoU = 1.0)
23.39% Span Extraction F1 (IoU ≥ 0.5)
0.2061 Brier Calibration Score
Annotated Clinical Document Click any highlighted entity to inspect ontology candidates
🔬

Click "Analyze & Link Entities" to extract entities and compute Stage-2 Cross-Encoder rankings.

SNOMED CT DISORDER CONFIRMED Priority: MED

Select an entity

Original Mention: —
Disambiguated Expansion: —
Target Concept ID: —
Gold Benchmark Status: —
Cross-Encoder Re-Ranking Confidence 0.0%
🩺 Clinician Verification & Data Repurposing Uncertainty: 0%

Top Ranked Ontology Candidates

Rank Concept Name Concept ID Score
Select an entity to view alternative ontology candidates.