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相关论文: Modelling and Mining of Patient Pathways: A Scopin…

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The automatic discovery of a model to represent the history of encounters of a group of patients with the healthcare system -- the so-called "pathway of patients" -- is a new field of research that supports clinical and organisational…

Clinical pathways are specialized healthcare plans that model patient treatment procedures. They are developed to provide criteria-based progression and standardize patient treatment, thereby improving care, reducing resource use, and…

机器学习 · 计算机科学 2025-12-04 Francesco Vitale , Nicola Mazzocca

Process mining in healthcare presents a range of challenges when working with different types of data within the healthcare domain. There is high diversity considering the variety of data collected from healthcare processes: operational…

The concept of care pathways is increasingly being used to enhance the quality of care and to optimize the use of resources for health care. Nevertheless, recommendations regarding the sequence of care are mostly based on consensus-based…

统计方法学 · 统计学 2022-09-12 Laura Savaré , Francesca Ieva , Giovanni Corrao , Antonio Lora

Healthcare professionals have long envisioned using the enormous processing powers of computers to discover new facts and medical knowledge locked inside electronic health records. These vast medical archives contain time-resolved…

机器学习 · 计算机科学 2020-05-15 Ahmed Allam , Matthias Dittberner , Anna Sintsova , Dominique Brodbeck , Michael Krauthammer

The continuously increasing cost of the US healthcare system has received significant attention. Central to the ideas aimed at curbing this trend is the use of technology, in the form of the mandate to implement electronic health records…

信息检索 · 计算机科学 2017-03-24 Pranjul Yadav , Michael Steinbach , Vipin Kumar , Gyorgy Simon

Electronic Health Records (EHRs) aggregate diverse information at the patient level, holding a trajectory representative of the evolution of the patient health status throughout time. Although this information provides context and can be…

机器学习 · 计算机科学 2022-09-12 João Figueira Silva , Sérgio Matos

Biological organisms are composed of numerous interconnected biochemical processes. Diseases occur when normal functionality of these processes is disrupted. Thus, understanding these biochemical processes and their interrelationships is a…

人工智能 · 计算机科学 2014-03-04 Saadat Anwar

In recent years, healthcare professionals are increasingly emphasizing on personalized and evidence-based patient care through the exploration of prognostic pathways. To study this, structured clinical variables from Electronic Health…

计算与语言 · 计算机科学 2025-09-16 Sudeshna Jana , Tirthankar Dasgupta , Lipika Dey

The healthcare sector is an important pillar of every community, numerous research studies have been carried out in this context to optimize medical processes and improve care quality and facilitate patient management. In this article we…

机器学习 · 计算机科学 2023-04-04 Chaimae Taoussi , Imad Hafidi , Abdelmoutalib Metrane

COVID-19 has caused thousands of deaths around the world and also resulted in a large international economic disruption. Identifying the pathways associated with this illness can help medical researchers to better understand the properties…

计算与语言 · 计算机科学 2022-05-03 Negin Karisani , Daniel E. Platt , Saugata Basu , Laxmi Parida

A systematic mapping is a way to identify, evaluate and interpret all relevant research available to a matter of particular research. One of the reasons for conducting systematic reviews is that it summarizes the existing evidence regarding…

数字图书馆 · 计算机科学 2015-04-07 Marco Santos

Patient similarity analysis is important in health care applications. It takes patient information such as their electronic medical records and genetic data as input and computes the pairwise similarity between patients. Procedures of…

机器学习 · 计算机科学 2020-12-04 Leyu Dai , He Zhu , Dianbo Liu

Daily, massive volume of data are produced due to the internet of things' rapid development, which has now permeated the healthcare industry. Recent advances in data mining have spawned a new field of a study dubbed privacy-preserving data…

密码学与安全 · 计算机科学 2023-12-04 Robinson Onyemechi Oturugbum

Data Mining is the process of examining the information from different point of view and compressing it for the relevant data. This data can also be utilized to build the incomes. Data Mining is also known as Data or Knowledge Discovery.…

数据库 · 计算机科学 2016-10-17 Kratika Tyagi , Prof. Sanjeev Thakur

Physicians work at a very tight schedule and need decision-making support tools to help on improving and doing their work in a timely and dependable manner. Examining piles of sheets with test results and using systems with little…

Rapid urbanization places increasing stress on already burdened transportation systems, resulting in delays and poor levels of service. Billions of spatiotemporal call detail records (CDRs) collected from mobile devices create new…

物理与社会 · 物理学 2014-03-05 Jameson L. Toole , Serdar Colak , Fahad Alhasoun , Alexandre Evsukoff , Marta C. Gonzalez

Understanding patients' journeys in healthcare system is a fundamental prepositive task for a broad range of AI-based healthcare applications. This task aims to learn an informative representation that can comprehensively encode hidden…

机器学习 · 计算机科学 2020-06-22 Xueping Peng , Guodong Long , Tao Shen , Sen Wang , Jing Jiang

Objective: The aim of this paper is to survey the recent work in medical documents summarization. Background: During the last decade, documents summarization got increasing attention by the AI research community. More recently it also…

计算与语言 · 计算机科学 2007-05-23 Stergos D. Afantenos , Vangelis Karkaletsis , Panagiotis Stamatopoulos

The increasing availability of user data on music streaming platforms opens up new possibilities for analyzing music consumption. However, understanding the evolution of user preferences remains a complex challenge, particularly as their…

信息检索 · 计算机科学 2025-05-07 Lilian Marey , Charlotte Laclau , Bruno Sguerra , Tiphaine Viard , Manuel Moussallam
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