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Reducing potentially preventable readmissions has been identified as an important issue for decreasing Medicare costs and improving quality of care provided by hospitals. Based on previous research by medical professionals, preventable…

应用统计 · 统计学 2014-03-06 Saeede Ajorlou , Issac Shams , Kai Yang

We used survival analysis to quantify the impact of postdischarge evaluation and management (E/M) services in preventing hospital readmission or death. Our approach avoids a specific pitfall of applying machine learning to this problem,…

统计方法学 · 统计学 2024-02-14 Hongjing Xia , Joshua C. Chang , Sarah Nowak , Sonya Mahajan , Rohit Mahajan , Ted L. Chang , Carson C. Chow

The intensive care unit (ICU) comprises a complex hospital environment, where decisions made by clinicians have a high level of risk for the patients' lives. A comprehensive care pathway must then be followed to reduce p complications.…

After admission to emergency department (ED), patients with critical illnesses are transferred to intensive care unit (ICU) due to unexpected clinical deterioration occurrence. Identifying such unplanned ICU transfers is urgently needed for…

机器学习 · 计算机科学 2021-02-10 Chun-An Chou , Qingtao Cao , Shao-Jen Weng , Che-Hung Tsai

Nurse staffing and scheduling are persistent challenges in healthcare due to demand fluctuations and individual nurse preferences. This study introduces the concept of bounded flexibility, balancing nurse satisfaction with strict rostering…

最优化与控制 · 数学 2025-06-02 Si Zhang , Paul Mingzheng Tang , Hoong Chuin Lau

When facing an extreme stressor, such as the COVID-19 pandemic, healthcare systems typically respond reactively by creating surge capacity at facilities that are at or approaching their baseline capacity. However, creating individual…

最优化与控制 · 数学 2020-11-09 Felix Parker , Hamilton Sawczuk , Fardin Ganjkhanloo , Farzin Ahmadi , Kimia Ghobadi

We consider a multi-stage stochastic optimization problem originally introduced by Cygan et al. (2013), studying how a single server should prioritize stochastically departing customers. In this setting, our objective is to determine an…

数据结构与算法 · 计算机科学 2022-09-29 Danny Segev

This study develops an economic model for a social planner who prioritizes health over short-term wealth accumulation during a pandemic. Agents are connected through a weighted undirected network of contacts, and the planner's objective is…

理论经济学 · 经济学 2021-10-22 Roland Pongou , Guy Tchuente , Jean-Baptiste Tondji

Artificial intelligence, and particularly machine learning (ML), is increasingly developed and deployed to support healthcare in a variety of settings. However, clinical decision support (CDS) technologies based on ML need to be portable if…

机器学习 · 计算机科学 2022-07-07 Steve Nyemba , Chao Yan , Ziqi Zhang , Amol Rajmane , Pablo Meyer , Prithwish Chakraborty , Bradley Malin

Effective hospital capacity management is pivotal for enhancing patient care quality, operational efficiency, and healthcare system resilience, notably during demand spikes like those seen in the COVID-19 pandemic. However, devising optimal…

计算机与社会 · 计算机科学 2024-04-01 Felix Parker , Fardin Ganjkhanloo , Diego A. Martínez , Kimia Ghobadi

Sepsis is a leading cause of mortality in intensive care units (ICUs) and costs hospitals billions annually. Treating a septic patient is highly challenging, because individual patients respond very differently to medical interventions and…

机器学习 · 计算机科学 2017-05-24 Aniruddh Raghu , Matthieu Komorowski , Leo Anthony Celi , Peter Szolovits , Marzyeh Ghassemi

With the proliferation of Electronic Health Records (EHRs), a critical challenge in building predictive models is determining the optimal historical data time window to maximize accuracy. This study investigates the impact of various…

机器学习 · 计算机科学 2026-05-04 Ramin Mohammadi , Vahab vahdat , Sarthak Jain , Amir T. Namin , Ramya Palacholla , Sagar Kamarthi

One of the main operational challenges faced by the operators of one-way car-sharing systems is to ensure vehicle availability across the regions of the service areas with uneven patterns of rental requests. Fleet balancing strategies are…

网络与互联网体系结构 · 计算机科学 2025-01-24 Riccardo Iacobucci , Raffaele Bruno , Chiara Boldrini

This work focuses on optimal controls of a class of stochastic SIS epidemic models under regime switching. By assuming that a decision maker can either influence the infectivity period or isolate infected individuals, our aim is to minimize…

最优化与控制 · 数学 2021-01-12 Ky Tran , George Yin

Accurately predicting hospital readmission risks using electronic health records (EHRs) is critical for effective patient management and healthcare resource allocation. Patient populations in health systems are highly heterogeneous across…

统计方法学 · 统计学 2026-04-22 Ziren Jiang , Lingfeng Huo , Jue Hou , Mary Vaughan-Sarrazin , Maureen A. Smith , Jared D. Huling

Motivated by the experiences of a healthcare service provider during the Covid-19 pandemic, we aim to study the decisions of a provider that operates both an Emergency Department (ED) and a medical Clinic. Patients contact the provider…

计算机科学与博弈论 · 计算机科学 2022-07-12 Sanyukta Deshpande , Lavanya Marla , Alan Scheller-Wolf , Siddharth Prakash Singh

We propose combined allocation, assignment, sequencing, and scheduling problems under uncertainty involving multiple operation rooms (ORs), anesthesiologists, and surgeries, as well as methodologies for solving such problems. Specifically,…

最优化与控制 · 数学 2024-01-15 Man Yiu Tsang , Karmel S. Shehadeh , Frank E. Curtis , Beth Hochman , Tricia E. Brentjens

Recent shifts in global health priorities have positioned Population Health Management (PHM) as a central area of focus. However, optimizing PHM strategies presents several challenges: managing high-dimensional patient covariates, tracking…

最优化与控制 · 数学 2026-04-10 Daniel Adelman , Alba V Olivares-Nadal , Miaolan Xie

Over the past decade the rate of care unit (CU) use in the United States has been increasing. With an aging population and ever-growing demand for medical care, effective management of patients' transitions among different care facilities…

机器学习 · 计算机科学 2016-11-11 Hongteng Xu , Weichang Wu , Shamim Nemati , Hongyuan Zha

Kidney transplantation is the preferred treatment for end-stage renal disease, yet the scarcity of donors and inefficiencies in allocation systems create major bottlenecks, resulting in prolonged wait times and alarming mortality rates.…

计算机科学与博弈论 · 计算机科学 2024-10-15 Sean Berry , Berk Gorgulu , Sait Tunc , Mucahit Cevik , Matthew J Ellis