Personal Website

Publications

2026

How Much Information Is Enough? A Design Space for Mediating Personalized Information with AI in Emergency Care

Pranav Manjunath, Tolu Oyesanya, Adam Perer, Timothy W Dunn

CHI 2026 - Workshop: Toward Relationship-Centered Care with AI

PORE-LM: A Personalized Outcome-aware Real-World Evidence Module for Language Models

Pranav Manjunath, Brian Lerner, Bradley Kolls, Timothy W Dunn

In Review

2025

Context-Aware Filtering of Unstructured Radiology Reports by Anatomical Region

Zakk Heile, Pranav Manjunath, Brian Lerner, Samuel Berchuck, Monica Agrawal, Timothy W Dunn

ML4H Proceedings Track

Dual Retrieval for Personalized TBI Prognosis Using Real-World Evidence and Clinical Guidelines

Pranav Manjunath, Syed Adil, Ben Wissel, Daniel Sexton, Brian Lerner, Timothy Dunn

Poster - Stanford AI+HEALTH 2025

Personalized Case‑ and Evidence‑Based TBI Prognosis with Small Language Models

Pranav Manjunath, Syed Adil, Ben Wissel, Daniel Sexton, Brian Lerner, Timothy Dunn

IEEE BHI 2025 - Oral Presentation (Top 9% of Submissions)

Trust Your Neighbors: Multimodal Patient Retrieval for TBI Prognosis

Pranav Manjunath, Brian Lerner, Timothy Dunn

Journal of Biomedical Health Informatics (Oral Presentation at IEEE BHI 2025)- Best Paper Award (Top 1% of Submissions)

2024

Towards Interactive and Interpretable Image Retrieval-Based Diagnosis: Enhancing Brain Tumor Classification with LLM Explanations and Latent Structure Preservation

Pranav Manjunath, Brian Lerner, Timothy Dunn

Best Student Paper Award - Artifical Intelligence in Medicine (AIME)
Oral Presentation - AIME

Personalizing Total Knee Arthroplasty: A Deep Learning Approach to Restoring Natural Alignment with Anatomic Key-point Identification

J. Helmkamp, P. Manjunath, B. Valan, P. Raghuvanshi, M. Izzi, T. Dunn, Seyler

Accepted Abstract
Podium Presentation - Orthopedic Trauma Association

2020

Apriori Algorithm and Decision Tree Classification Methods to Mine Educational Data for Evaluating Graduate Admissions to US Universities

Pranav Manjunath, Kushal Naidu

Conference Proceedings - ICCCMLA

2019

EyesPro: Protect Your Eyes

Pranav Manjunath, Nimisha V. Arun

Best Paper Award - RISE 2019 (PESIT-based conference)