Publications
A selection of my research, grouped by type. Most works are currently under review.
Journal Articles
Cardiac Risk, Outcomes, and Management Among Older Adults with Stage I-II NSCLC Undergoing Stereotactic Body Radiation Therapy
Face Aging Rate: Artificial Intelligence-based Quantification of Temporal Changes in Biological Age as a Prognostic Biomarker in Cancer Patients
Preprints
An agentic AI system enhances clinical detection of immunotherapy toxicities: a multi-phase validation study
Foundation Artificial Intelligence Models for Health Recognition Using Face Photographs (FAHR-Face)
Abstract
FAHR-Face is a foundation model trained on >40 million facial images and fine-tuned for two tasks: biological age estimation (FAHR-FaceAge) and survival risk prediction (FAHR-FaceSurvival). FAHR-FaceAge achieved a mean absolute error of 5.1 years on public datasets and outperformed benchmark models across the full human lifespan. FAHR-FaceSurvival demonstrated robust mortality prediction, with the highest-risk quartile showing more than triple the mortality of the lowest (adjusted HR 3.22; P<0.001). The combination of both models improved prognostic accuracy. Deployed at faceage.bwh.harvard.edu.
Citation
Association of Pulmonary Artery Radiation with Pulmonary Hypertension after Lung Cancer Radiotherapy
Abstracts
Multimodal Modeling of CCI, FaceAge, Thymic Health, and OS Among Older Adults with Early-Stage NSCLC Undergoing SBRT
Cardiac Risk, Outcomes, and Management among Older Adults with Stage I-II NSCLC Undergoing Stereotactic Body Radiation Therapy