Peter N. Robinson

2025

Human Phenotype Ontology (HPO) Mapper: Semantic Mapping of Clinical Findings to the Human Phenotype Ontology Using AI-Powered Embeddings and LLM-Based Quality Control

·doi:10.64898/2025.12.20.25342726

ABSTRACT Background Structured phenotypic annotations linked to genetic data can drive diagnostic insight and therapeutic discovery in complex diseases. However, poor research access to the rich clinical data trapped in unstructured clini…

other 2024

Predicting nutrition and environmental factors associated with female reproductive disorders using a knowledge graph and random forests

International journal of medical informatics ·doi:10.1016/j.ijmedinf.2024.105461

OBJECTIVE: Female reproductive disorders (FRDs) are common health conditions that may present with significant symptoms. Diet and environment are potential areas for FRD interventions. We utilized a knowledge graph (KG) method to predict fa…

preprint 2023

Predicting nutrition and environmental factors associated with female reproductive disorders using a knowledge graph and random forests

medRxiv : the preprint server for health sciences ·doi:10.1101/2023.07.14.23292679

OBJECTIVE: Female reproductive disorders (FRDs) are common health conditions that may present with significant symptoms. Diet and environment are potential areas for FRD interventions. We utilized a knowledge graph (KG) method to predict fa…

2021

Abdominal Computed Tomography Imaging Findings in Hospitalized COVID-19 Patients: A Year-Long Experience and Associations Revealed by Explainable Artificial Intelligence.

Journal of imaging ·doi:10.3390/jimaging7120258

The aim of this retrospective study is to assess any association between abdominal CT findings and the radiological stage of COVID-19 pneumonia, pulmonary embolism and patient outcomes. We included 158 adult hospitalized COVID-19 patients b…