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20242026
most citedEnhanced Prediction of Ventilator-Associated Pneumonia in Patients with Traumatic Brain Injury Using Advanced Machine Learning Techniques

3 citations · 9 across the 13 of their papers we have counts for

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5 papers · 1 filter

cs.CL2025

Aligning Language Models with Clinical Expertise: DPO for Heart Failure Nursing Documentation in Critical Care

Junyi Fan, Li Sun, Negin Ashrafi +2

Nursing documentation in intensive care units (ICUs) provides essential clinical intelligence but often suffers from inconsistent terminology, informal styles, and lack of standard…

cs.CL2025

LLM Encoder vs. Decoder: Robust Detection of Chinese AI-Generated Text with LoRA

Houji Jin, Negin Ashrafi, Armin Abdollahi +5

The rapid growth of large language models (LLMs) has heightened the demand for accurate detection of AI-generated text, particularly in languages like Chinese, where subtle linguis…

cs.SI2025

Optimizing Urban Mobility Through Complex Network Analysis and Big Data from Smart Cards

Li Sun, Negin Ashrafi, Maryam Pishgar

This study investigates the network characteristics of high-frequency (HF) and low-frequency (LF) travelers in urban public transport systems by analyzing 20 million smart card rec…

cs.LG2025

A Novel Multi-Task Teacher-Student Architecture with Self-Supervised Pretraining for 48-Hour Vasoactive-Inotropic Trend Analysis in Sepsis Mortality Prediction

Houji Jin, Negin Ashrafi, Kamiar Alaei +3

Sepsis is a major cause of ICU mortality, where early recognition and effective interventions are essential for improving patient outcomes. However, the vasoactive-inotropic score…

cs.LG2025

Machine Learning-Based Prediction of ICU Readmissions in Intracerebral Hemorrhage Patients: Insights from the MIMIC Databases

Shuheng Chen, Junyi Fan, Armin Abdollahi +4

Intracerebral hemorrhage (ICH) is a life-risking condition characterized by bleeding within the brain parenchyma. ICU readmission in ICH patients is a critical outcome, reflecting…