sammy mustafa clinical ai researcher

Research

Large Language Models in Informed Consent — Opportunities, Evidence, and Challenges

Multi-Regional Clinical Trial Center, Brigham & Women's Hospital

Exploring how LLMs can make clinical trial consent clearer, more accessible, and easier for participants to understand.

Large Language Models in Informed Consent — Opportunities, Evidence, and Challenges
Evaluating Pain Assessment and Management Disparities in Acute Pancreatitis

Laboratory of Computational Physiology, MIT

Analyzing disparities in pain documentation and opioid prescribing for acute pancreatitis using MIMIC-IV ED data.

Evaluating Pain Assessment and Management Disparities in Acute Pancreatitis
A Medico-Legal Approach to Subjective Pain Testimony in Disability Adjudication

Harvard Law School

Uncovering biases in how administrative law judges (ALJs) assess pain testimony and advancing solutions for fairer disability rulings.

A Medico-Legal Approach to Subjective Pain Testimony in Disability Adjudication
Integrating Anticipatory and Physiological Factors to Predict Injection Pain Intensity

Affective Computing Group, MIT Media Lab

Improving prediction and management of subcutaneous injection pain by combining psychological and physiological signals.

Integrating Anticipatory and Physiological Factors to Predict Injection Pain Intensity
Metabolic Biomarkers of MDD Phenotype Heterogeneity

Center for Precision Psychiatry, Massachusetts General Hospital

Exploring blood-based biomarkers for accessible, early detection and stratified severity assessment in depression.

Metabolic Biomarkers of MDD Phenotype Heterogeneity
Diagnosing Autism Spectrum Disorder from 3D MRI Images in Pediatric Cases

Yu Lab, Harvard Medical School

Classifying pediatric autism using DL and ML models trained on domain-specific MRI data and preprocessing techniques.

Diagnosing Autism Spectrum Disorder from 3D MRI Images in Pediatric Cases
Effect of Immune Checkpoint Blockade on Adaptive Immunity in Renal Cell Carcinoma

Department of Biomedical Informatics, Harvard Medical School

Profiling adaptive immune responses to immune checkpoint blockade in RCC using single-cell RNA sequencing of tumor-infiltrating lymphoid cells.

Effect of Immune Checkpoint Blockade on Adaptive Immunity in Renal Cell Carcinoma
Enhancing Molecular Docking: Studying and Optimizing Generative Model Priors

CSAIL, MIT

Evaluating how structural priors influence flow matching molecular docking performance to guide generative model improvements.

Enhancing Molecular Docking: Studying and Optimizing Generative Model Priors
SERBP1: Exploiting RNA-Binding Protein-Mediated PAI-1 Inhibition

Vaughan Lab, Feinberg School of Medicine

Uncovering SERBP1’s epigenetic, prion-like regulation of PAI-1 as a potential transgenerational modulator of cardiac fibrosis.

SERBP1: Exploiting RNA-Binding Protein-Mediated PAI-1 Inhibition
Language of Bargaining

Behavioral Research Lab, Yale University

Applying NLP techniques to identify how buyer and seller speech patterns influence negotiation outcomes.

Language of Bargaining
Mathematical Modeling of cAMP-PDE Signaling in Atrial Fibrillation Risk Variants

Computational Biology and Complex Systems Lab, Polytechnic University of Catalonia (UPC)

Modeling calcium dysregulation in atrial fibrillation by building differential equation systems of the cAMP-PDE signaling pathway.

Mathematical Modeling of cAMP-PDE Signaling in Atrial Fibrillation Risk Variants
PTENP1: A Pivotal Pseudogene in Glioblastomas

Cell Biology Lab, Bergen County Academies

Modulating glioblastoma malignancy by overexpressing PTENP1 to decoy oncogenic miRNAs and alter PI3K/Akt signaling.

PTENP1: A Pivotal Pseudogene in Glioblastomas