LeafAI: query generator for clinical cohort discovery rivaling a human programmer.
Nicholas J DobbinsBin HanWeipeng ZhouKristine F LanH Nina KimRobert HarringtonÖzlem UzunerMeliha YetisgenPublished in: Journal of the American Medical Informatics Association : JAMIA (2023)
Our work contributes a state-of-the-art data model-agnostic query generation system capable of conditional reasoning using a knowledge base. We demonstrate that LeafAI can rival an experienced human programmer in finding patients eligible for clinical trials.
Keyphrases
- endothelial cells
- clinical trial
- end stage renal disease
- induced pluripotent stem cells
- ejection fraction
- healthcare
- newly diagnosed
- chronic kidney disease
- small molecule
- randomized controlled trial
- machine learning
- high throughput
- big data
- patient reported outcomes
- artificial intelligence
- study protocol
- patient reported