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Both electronic health records and personal health records are typically organized by data type, with medical problems, medications, procedures, and laboratory results chronologically sorted in separate areas of the chart. As a result, it…

机器学习 · 计算机科学 2020-08-10 James Mullenbach , Jordan Swartz , T. Greg McKelvey , Hui Dai , David Sontag

A computer Program Capable of performing at a human-expert level in a narrow problem domain area is called an expert system. Management of uncertainty is an intrinsically important issue in the design of expert systems because much of the…

人工智能 · 计算机科学 2014-01-03 S. J Gath , R. V Kulkarni

One of the new trends in the development of recommendation algorithms is the dissemination of their capabilities to support the population in managing their health. This article focuses on the problem of improving the effectiveness of…

信息检索 · 计算机科学 2025-01-07 Tatiana V. Afanasieva , Pavel V. Platov , Anastasia I. Medvedeva

In recent years, ML algorithms have been shown to be useful for predicting diseases based on health data and posed a potential application area for these algorithms such as modeling of diseases. The majority of these applications employ…

机器学习 · 计算机科学 2024-12-24 Elham Musaaed , Nabil Hewahi , Abdulla Alasaadi

Coronary heart disease (CHD) is a leading cause of death worldwide and contributes significantly to annual healthcare expenditures. To develop a non-invasive diagnostic approach, we designed a model based on a multilayer perceptron (MLP)…

机器学习 · 计算机科学 2025-09-05 Jesus Celis-Porras

The goal is to develop a novel approach for cardiac disease prediction and diagnosis using intelligent agents. Initially the symptoms are preprocessed using filter and wrapper based agents. The filter removes the missing or irrelevant…

多智能体系统 · 计算机科学 2010-09-28 Murugesan Kuttikrishnan

In order to submit a claim to insurance companies, a doctor needs to code a patient encounter with both the diagnosis (ICDs) and procedures performed (CPTs) in an Electronic Health Record (EHR). Identifying and applying relevant procedures…

机器学习 · 统计学 2021-12-30 Hasham Ul Haq , Rameel Ahmad , Sibt Ul Hussain

Mitigating risk-of-readmission of Congestive Heart Failure (CHF) patients within 30 days of discharge is important because such readmissions are not only expensive but also critical indicator of provider care and quality of treatment.…

CHRONIOUS is an Open, Ubiquitous and Adaptive Chronic Disease Management Platform for Chronic Obstructive Pulmonary Disease(COPD) Chronic Kidney Disease (CKD) and Renal Insufficiency. It consists of several modules: an ontology based…

人工智能 · 计算机科学 2011-03-17 Piero Giacomelli , Giulia Munaro , Roberto Rosso

It is well understood that an individual's health trajectory is influenced by choices made in each moment, such as from lifestyle or medical decisions. With the advent of modern sensing technologies, individuals have more data and…

人工智能 · 计算机科学 2022-05-19 Nitish Nag , Hyungik Oh , Mengfan Tang , Mingshu Shi , Ramesh Jain

Of the 2652 articles considered, 106 met the inclusion criteria. Review of the included papers resulted in identification of 43 chronic diseases, which were then further classified into 10 disease categories using ICD-10. The majority of…

计算机与社会 · 计算机科学 2019-08-19 Seyedmostafa Sheikhalishahi , Riccardo Miotto , Joel T Dudley , Alberto Lavelli , Fabio Rinaldi , Venet Osmani

America has one of the best medical systems in the world. The medical treatment care options offered by the medical system make it sophisticated. However, many American patients are not receiving health care on a regular basis, and at the…

计算机与社会 · 计算机科学 2022-07-05 Seongwoo Choi

Healthcare decision-making requires not only accurate predictions but also insights into how factors influence patient outcomes. While traditional Machine Learning (ML) models excel at predicting outcomes, such as identifying high risk…

机器学习 · 计算机科学 2025-01-28 Sheresh Zahoor , Pietro Liò , Gaël Dias , Mohammed Hasanuzzaman

Coronary heart disease (CHD) arises from complex interactions among uncontrollable factors, controllable lifestyle factors, and clinical indicators, where relationships are often uncertain. Fuzzy subgraph connectivity (FSC) provides a…

人工智能 · 计算机科学 2025-09-23 Shanookha Ali , Nitha Niralda P C

Atrial fibrillation (AF) is a common cardiac arrhythmia with serious health consequences if not detected and treated early. Detecting AF using wearable devices with photoplethysmography (PPG) sensors and deep neural networks has…

信号处理 · 电气工程与系统科学 2023-11-14 Cheng Ding , Zhicheng Guo , Cynthia Rudin , Ran Xiao , Amit Shah , Duc H. Do , Randall J Lee , Gari Clifford , Fadi B Nahab , Xiao Hu

Federated data processing (FDP) offers a promising approach for enabling collaborative analysis of sensitive data without centralizing raw datasets. However, real-world adoption remains limited due to the complexity of managing…

软件工程 · 计算机科学 2026-04-07 Natallia Kokash , Adam Belloum , Paola Grosso

The increasing popularity of machine learning approaches and the rising awareness of data protection and data privacy presents an opportunity to build truly secure and trustworthy healthcare systems. Regulations such as GDPR and HIPAA…

密码学与安全 · 计算机科学 2020-11-17 Goutham Ramakrishnan , Aditya Nori , Hannah Murfet , Pashmina Cameron

Chronic diseases are long-term, manageable, yet typically incurable conditions, highlighting the need for effective preventive strategies. Machine learning has been widely used to assess individual risk for chronic diseases. However, many…

机器学习 · 计算机科学 2025-06-24 Minh Le , Khoi Ton

Objective: Electronic health records (EHR) are widely available to complement administrative data-based disease surveillance and healthcare performance evaluation. Defining conditions from EHR is labour-intensive and requires extensive…

计算与语言 · 计算机科学 2025-04-09 Jie Pan , Seungwon Lee , Cheligeer Cheligeer , Elliot A. Martin , Kiarash Riazi , Hude Quan , Na Li

Background: One of the common causes of sudden cardiac death (SCD) in young people is hypertrophic cardiomyopathy (HCM) and the primary prevention of SCD is with an implantable cardioverter defibrillators (ICD). Concerning the incidence of…