Considerable efforts have been devoted to addressing the problem of conflicts of interest (COI) in health research, policy, education, and practice. An overwhelming body of evidence demonstrates that conflicts associate with deleterious outcomes for the biomedical research enterprise. Nevertheless, little has changed for research, specifically, since the Institute of Medicine's landmark was published over a decade ago.
View Article and Find Full Text PDFBased on early evidence, risk communication scholars have come to believe that longer (360-character maximum) mobile public warning messages generate more compliance than shorter (90-character maximum) messages. This study used an experimental design to test that premise. The study measured participants' ( = 481) likelihood of compliance in response to a mock Wireless Emergency Alert (WEA) message, as well as alternatives to immediate compliance: seeking additional information, taking non-recommended action, or ignoring the message.
View Article and Find Full Text PDFAmino acids are essential building blocks in biology and chemistry. Whereas nature relies on a small number of amino acid structures, chemists desire access to a vast range of structurally diverse analogues. The selective modification of amino acid side-chain residues represents an efficient strategy to access non-canonical derivatives of value in chemistry and biology.
View Article and Find Full Text PDFBackground: Large language models (LLMs) have the potential to support promising new applications in health informatics. However, practical data on sample size considerations for fine-tuning LLMs to perform specific tasks in biomedical and health policy contexts are lacking.
Objective: This study aims to evaluate sample size and sample selection techniques for fine-tuning LLMs to support improved named entity recognition (NER) for a custom data set of conflicts of interest disclosure statements.