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Accurate estimation of healthcare costs is crucial for healthcare systems to plan and effectively negotiate with insurance companies regarding the coverage of patient-care costs. Greater accuracy in estimating healthcare costs would provide…

机器学习 · 计算机科学 2022-06-02 Alex Taylor , Ross Kleiman , Scott Hebbring , Peggy Peissig , David Page

Chronic diseases and cancer account for over 75 percent of healthcare costs in the US. Increased prevention services and improved primary care are thought to decrease costs. Current models for detecting changes in the health of populations…

种群与进化 · 定量生物学 2013-07-15 Jacob Kuriyan , Nathaniel Cobb

There is a mounting crisis in delivering affordable healthcare in the US. For decades, key decision makers in the public and private sectors have considered cost-effectiveness in healthcare a top priority. Their actions have focused on…

Despite the ongoing strong interest in associations between quality of care and the volume of health care providers, a unified statistical framework for analyzing them is missing, and many studies suffer from poor statistical modelling…

统计方法学 · 统计学 2025-03-17 Maurilio Gutzeit , Johannes Rauh , Maximilian Kähler , Jona Cederbaum

Nonparametric estimators of the mean total cost have been proposed in a variety of settings. In clinical trials it is generally impractical to follow up patients until all have responded, and therefore censoring of patient outcomes and…

应用统计 · 统计学 2008-12-18 Joseph C. Gardiner , Lin Liu , Zhehui Luo

With U.S. healthcare spending approaching $5T (NHE Fact Sheet 2024), and 25% of it estimated to be wasteful (Waste in the US the health care system: estimated costs and potential for savings, n.d.), the need to better predict risk and…

机器学习 · 计算机科学 2024-12-06 Ricky Sahu , Eric Marriott , Ethan Siegel , David Wagner , Flore Uzan , Troy Yang , Asim Javed

This study is mainly aimed at evaluating the effectiveness of current health care systems of several representative countries and improving that of the US. To achieve these goals, a people-oriented non-linear evaluation model is designed.…

应用统计 · 统计学 2013-04-23 Qixin Wang , Menghui Li , Hualong Zu , Mingyi Gao , Chenghua Cao , Li Charlie Xia

The quality of service in healthcare is constantly challenged by outlier events such as pandemics (i.e. Covid-19) and natural disasters (such as hurricanes and earthquakes). In most cases, such events lead to critical uncertainties in…

人工智能 · 计算机科学 2021-11-16 Chih-Hao Huang , Feras A. Batarseh , Adel Boueiz , Ajay Kulkarni , Po-Hsuan Su , Jahan Aman

Causal inference is widely used in various fields, such as biology, psychology and economics, etc. In observational studies, we need to balance the covariates before estimating causal effect. This study extends the one-dimensional entropy…

统计方法学 · 统计学 2022-05-19 Juan Chen , Yingchun Zhou

Economic evaluation is a dynamically advancing knowledge area of health economics. It has been conceived to provide evidence for allocating scarce resources to gain the best value for money. The problem of efficiency of investments becomes…

经济学 · 定量金融 2017-01-19 Alexei Botchkarev

Health risk prediction is one of the fundamental tasks under predictive modeling in the medical domain, which aims to forecast the potential health risks that patients may face in the future using their historical Electronic Health Records…

机器学习 · 计算机科学 2023-10-09 Yuan Zhong , Suhan Cui , Jiaqi Wang , Xiaochen Wang , Ziyi Yin , Yaqing Wang , Houping Xiao , Mengdi Huai , Ting Wang , Fenglong Ma

The distribution of health care payments to insurance plans has substantial consequences for social policy. Risk adjustment formulas predict spending in health insurance markets in order to provide fair benefits and health care coverage for…

应用统计 · 统计学 2021-02-25 Anna Zink , Sherri Rose

Considerations regarding clinical effectiveness and cost are essential in comparing the overall value of two treatments. There has been growing interest in methodology to integrate cost and effectiveness measures in order to inform policy…

统计方法学 · 统计学 2019-12-04 Andrew J. Spieker , Nicholas Illenberger , Jason A. Roy , Nandita Mitra

High-quality healthcare in the US can be cost-prohibitive for certain socioeconomic groups. In this paper, we examined data from the US Census and the CDC to determine the degree to which specific socioeconomic factors correlate with both…

计算机与社会 · 计算机科学 2023-05-25 Krish Khanna , Jeffrey Lu , Jay Warrier

Asthma is a common chronic disease of the respiratory system causing significant disability and societal burden. It affects more than 300 million people worldwide, while more than 100 million people will likely have asthma by 2025. The…

图像与视频处理 · 电气工程与系统科学 2022-09-09 Stavros Nousias

We consider the problem of individual-specific medication level recommendation (initiation, removal, increase, or decrease) for asthma sufferers. Asthma is one of the most common chronic diseases in both adults and children, affecting 8% of…

应用统计 · 统计学 2017-05-22 Curtis B Storlie , Megan E Branda , Michael R Gionfriddo , Nilay D Shah , Matthew A Rank

Control charts have traditionally been used in industrial statistics, but are constantly seeing new areas of application, especially in the age of Industry 4.0. This paper introduces a new method, which is suitable for applications in the…

应用统计 · 统计学 2019-03-18 Balázs Dobi , András Zempléni

People increasingly turn to the Internet when they have a medical condition. The data they create during this process is a valuable source for medical research and for future health services. However, utilizing these data could come at a…

计算机科学与博弈论 · 计算机科学 2020-03-24 Gilie Gefen , Omer Ben-Porat , Moshe Tennenholtz , Elad Yom-Tov

The Affordable Care Act (ACA) includes a permanent revenue transfer methodology which provides financial incentives to health insurance plans that have higher than average actuarial risk. In this paper, we derive some statistical…

应用统计 · 统计学 2018-06-08 Michelle Li , Donald Richards

Controlled one-dimensional diffusion processes, with infinitesimal variance (instead of the infinitesimal mean) depending on the control variable, are considered in an interval located on the positive half-line. The process is controlled…

概率论 · 数学 2007-05-23 Mario Lefebvre
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