Machine Learning: Algorithms that learn patterns from data.
Neural Networks: Models inspired by the human brain.
LLMs: Large language models trained on massive text datasets.
Generative AI: Tools that create new content such as text, images, or code.
Automated Query Generation: Real-time detection of inconsistencies.
Protocol Deviations: Identifying unusual subject or site patterns.
Medical Coding Assistance: Suggesting likely MedDRA/WHODrug terms.
Risk-Based Review: Highlighting high-risk subjects or visits.
Do: Validate outputs with human review.
Do: Use AI to accelerate repetitive tasks.
Don’t: Feed proprietary or patient-level data into public AI tools.
Don’t: Assume AI outputs are correct without verification.