Methodology

Three Tasks.
One Environment.

The Clinical Trial Transformer (CTT) environment is engineered to isolate and evaluate medical reasoning agents across three distinct pillars of pharmaceutical documentation.

T — 01
AE Triage
Processing adverse event reports from raw clinician notes into structured safety intake data. Precision in causality assessment is paramount.
"task_id": "AE_TRIAGE_10",
"ae_report": "string",
"is_serious": true
T — 02
PD Audit
Identifying protocol deviations across longitudinal patient records. Validating clinical compliance against study-specific mandates.
"deviation_type": "MAJOR/MINOR",
"capa_required": true,
"risk_score": 8.2
T — 03
Safety Narrative
Synthesising complex medical histories into coherent, regulatory-ready narratives. High focus on linguistic-critical continuity.
"narrative_text": "string",
"causality": "possibly_...",
"key_temporal_flags": []
Inference Pipeline Architecture
End-to-End Environment Orchestration
Client
Agent
Request
FastAPI
Routing
Layer
State
Machine
ACTIVE
Task
Execution
Graders
Scoring
Engine
Reward
Optimisation
Signal