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Validate clinical trial and lab signals with OpenAI for regulatory governance

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Created by: Cheng Siong Chin || cschin

Cheng Siong Chin

Last update

Last update a day ago

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How It Works

This workflow automates clinical trial signal validation and regulatory governance through intelligent AI-driven oversight. Designed for clinical research organizations, pharmaceutical companies, and regulatory affairs teams, it solves the critical challenge of ensuring trial compliance while managing post-market surveillance obligations across multiple regulatory frameworks.The system operates on scheduled intervals, fetching data from clinical trial databases and laboratory production signals, then merging these sources for comprehensive analysis. It employs dual AI agents for clinical signal validation and governance assessment, detecting protocol deviations, safety signals, and compliance violations. The workflow intelligently routes findings based on governance action requirements, orchestrating parallel processes for regulatory reporting, batch result documentation, and post-market surveillance logging. By maintaining synchronized audit trails across regulatory reports, batch records, post-market surveillance, and comprehensive action logs, it ensures complete traceability while automating escalation to quality teams when intervention is required.

Setup Steps

  1. Configure Schedule Trigger with monitoring frequency for trial oversight
  2. Connect Workflow Configuration node with trial parameters and compliance rules
  3. Set up Fetch Clinical Trial Data and Fetch Lab & Production Signals nodes
  4. Configure Merge Signal Sources node for data consolidation logic
  5. Connect Clinical Signal Validation Agent with OpenAI/Nvidia API credentials
  6. Set up parallel AI processing
  7. Configure Regulatory Governance Agent with AI API credentials for compliance assessment
  8. Connect Route by Governance Action node with classification logic

Prerequisites

OpenAI or Nvidia API credentials for AI validation agents, clinical trial database API access

Use Cases

Pharmaceutical companies managing Phase III trial monitoring, CROs overseeing multi-site clinical studies

Customization

Adjust signal validation criteria for therapeutic area-specific protocols

Benefits

Reduces regulatory review cycles by 70%, eliminates manual signal triage