Education
Experiences
Last publications
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Predicting ICU Readmission in Acute Pancreatitis Patients Using a Machine Learning-Based Model with Enhanced Clinical Interpretability
Authors: Shuheng Chen, Yong Si, Junyi Fan, Li Sun, Elham Pishgar, Kamiar Alaei, Greg Placencia, Maryam Pishgar
arXiv preprint • May 11, 2025
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Machine Learning-Based Prediction of Mortality in Geriatric Traumatic Brain Injury Patients
Authors: Yong Si, Junyi Fan, Li Sun, Shuheng Chen, Elham Pishgar, Kamiar Alaei, Greg Placencia, Maryam Pishgar
arXiv preprint • May 19, 2025
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Machine Learning-Based Prediction of Mortality in Geriatric Traumatic Brain Injury PatientsMachine Learning-Based Model for Postoperative Stroke Prediction in Coronary Artery Disease
Authors: Haonan Pan, Shuheng Chen, Elham Pishgar, Kamiar Alaei, Greg Placencia, Maryam Pishgar
arXiv preprint • March 15, 2025
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Retrospective machine learning approach for forecasting in-hospital death in icu patients after cardiac arrest
Authors: Yong Si, Li Sun, Shuheng Chen, JunYi Fan, Elham Pishgar, Kamiar Alaei, Greg Placencia, Maryam Pishgar
arXiv preprint • May 5, 2025
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Predicting 28-Day Mortality in First-Time ICU Patients with Heart Failure and Hypertension Using LightGBM: A MIMIC-IV Study
Authors: Junyi Fan, Shuheng Chen, Haonan Pan, Elham Pishgar, Greg Placencia, Kamiar Alaei, Maryam Pishgar
arXiv preprint • March 28, 2025
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Utilizing Machine Learning Models to Predict Acute Kidney Injury in Septic Patients from MIMIC-III Database
Authors: Aleyeh Roknaldin, Zehao Zhang, Jiayuan Xu, Kamiar Alaei, Maryam Pishgar
arXiv preprint • Dec 4, 2024
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Development of Interactive Nomograms for Predicting Short-Term Survival in ICU Patients with Aplastic Anemia
Authors: Junyi Fan, Shuheng Chen, Li Sun, Yong Si, Elham Pishgar, Kamiar Alaei, Greg Placencia, Maryam Pishgar
arXiv preprint • May 23, 2025
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Machine Learning-Based Prediction of ICU Mortality in Sepsis-Associated Acute Kidney Injury Patients Using MIMIC-IV Database with Validation from eICU Database
Authors: Shuheng Chen, Junyi Fan, Elham Pishgar, Kamiar Alaei, Greg Placencia, Maryam Pishgar
arXiv preprint • Feb 25, 2025
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Machine Learning-Based Prediction of ICU Readmissions in Intracerebral Hemorrhage Patients: Insights from the MIMIC Databases
Authors: Shuheng Chen, Junyi Fan, Armin Abdollahi, Negin Ashrafi, Kamiar Alaei, Greg Placencia, Maryam Pishgar
13th SAI International Computing Conference • Jan 1, 2025
Skills
Technical Skills
Programming: C++, C, Python, SQL, HTML, CSS, JavaScript; Data Analysis & Visualization; Large Language Models (LLMs); Computer Vision; AI Applications: Healthcare, Finance (FinTech)