5 papers
Rising Prevalence of Detected AI-Generated Text in Medical Literature: Longitudinal Analysis in Open Access Articles
Nathan Wolfrath, Simrin Patel, Madelyn Flitcroft +4
Generative artificial intelligence (AI) tools are becoming increasingly used for writing tasks. However, the extent of their use in peer-reviewed medical literature remains unclear…
A Novel Algorithm for Personalized Federated Learning: Knowledge Distillation with Weighted Combination Loss
Hengrui Hu, Anai N. Kothari, Anjishnu Banerjee
Federated learning (FL) offers a privacy-preserving framework for distributed machine learning, enabling collaborative model training across diverse clients without centralizing se…
Stronger Baseline Models -- A Key Requirement for Aligning Machine Learning Research with Clinical Utility
Nathan Wolfrath, Joel Wolfrath, Hengrui Hu +2
Machine Learning (ML) research has increased substantially in recent years, due to the success of predictive modeling across diverse application domains. However, well-known barrie…
PRISM: Patient Records Interpretation for Semantic Clinical Trial Matching using Large Language Models
Shashi Kant Gupta, Aditya Basu, Mauro Nievas +10
Clinical trial matching is the task of identifying trials for which patients may be potentially eligible. Typically, this task is labor-intensive and requires detailed verification…
Onco-Retriever: Generative Classifier for Retrieval of EHR Records in Oncology
Shashi Kant Gupta, Aditya Basu, Bradley Taylor +2
Retrieving information from EHR systems is essential for answering specific questions about patient journeys and improving the delivery of clinical care. Despite this fact, most EH…