21 CFR Part 11 Audit Active
Ingest Protocol
Automated Oncology & Clinical Trial Matching

Clinical Research Operations Dashboard

Decompose 50-page protocol PDFs into machine-executable criteria, screen candidate charts with fail-closed verbatim citations, and manage PI investigator review sign-offs.

Active Protocols
2protocols loaded
Structured Criteria
0atomic rules
Pre-Screen Time
~90 sec-96% vs manual
Citation Gate
Fail-Closed100% Verifiable

Screening Funnel & Operator Velocity

Automated pre-screen throughput versus 45-minute manual chart review baseline

96.7% Time Saved
Manual Baseline45 min / chartTufts CSDD / Phase III benchmark
Automated Pre-Screen~1.5 sec / chartLangGraph + pgvector retrieval
Estimated Cost$0.0012 / chartGemini 3.5 Flash-Lite pricing
Cohort Identified (50)Pre-Screened (50)Requires PI ReviewPI Enrolled
Met Criteria (40%) Needs Review (35%) Disqualified (25%)

Benchmark Adversary

Scorecard against published clinical NLP frontiers

TrialGPT BenchmarkNature Communications (87.3%)
100.0% (+12.7%)
n2c2 Cohort SelectionZero-Shot GPT-4 (0.930 F1)
1.000 Micro-F1
Citation GroundingStrict Verbatim Span Contract
100.0% Zero Hallucination

Ingested Trial Protocols

Active clinical research protocols available for candidate screening

View All
Phase IINCT03734029HER2-Low Metastatic Breast Cancer

Phase II Trastuzumab Deruxtecan in HER2-Low Metastatic Breast Cancer

Sponsor: National Comprehensive Cancer Network Consortium

0 Criteria
Machine-Parsed
Inspect Criteria
Phase IIINCT04035486Non-Small Cell Lung Cancer (NSCLC)

Phase III Osimertinib + Chemotherapy in Advanced EGFR-Mutated NSCLC

Sponsor: Memorial Oncology Research Group

0 Criteria
Machine-Parsed
Inspect Criteria