Clinical Trial Recommendations Using Semantics-Based Inductive Inference and Knowledge Graph Embeddings

no code implementations • 27 Sep 2023 • Murthy V. Devarakonda, Smita Mohanty, Raja Rao Sunkishala, Nag Mallampalli, Xiong Liu

We addressed several important research questions in this context, including designing a knowledge graph (KG) for clinical trial data, effectiveness of various KG embedding (KGE) methods for it, a novel inductive inference using KGE, and its use in generating recommendations for clinical trial design.

Knowledge Graph Embeddings text similarity

Annotating Electronic Medical Records for Question Answering

no code implementations • 17 May 2018 • Preethi Raghavan, Siddharth Patwardhan, Jennifer J. Liang, Murthy V. Devarakonda

Over the course of 11 months, 11 medical students followed our annotation methodology, resulting in a question answering dataset of 5696 questions over 71 patient records, of which 1747 questions have corresponding answers generated by the medical students.

Question Answering