Tyler Humpherys is pursuing his PhD in Biostatistics at UNC Chapel Hill, co-supervised by Drs. Naim Rashid and Michael Kosorok. His research centers on fine-tuning large language models for personalized recommendation rankings and creating uncertainty quantification strategies for ranked outputs. These tools power the lab’s pancreatic cancer clinical trial recommendation engine in partnership with UNC Lineberger clinicians.