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Related papers: A Novel Framework for Electronic Global Health Rec…

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Electronic health records (EHR) are widely used to study clinical decisions, yet unmeasured confounding remains a persistent challenge. Proxy variables offer a potential solution. In EHR data, clinicians already record many such…

Methodology · Statistics 2026-03-23 Haley Colgate Kottler , Amy Cochran

Coronavirus becomes officially a global pandemic due to the speed spreading off in various countries. An increasing number of infected with this disease causes the Inability problem to fully care in hospitals and afflict many doctors and…

Signal Processing · Electrical Eng. & Systems 2020-05-11 Doaa Mohey El-Din , Aboul Ella Hassanein , Ehab E. Hassanien , Walaa M. E. Hussein

Electronic health record (EHR) data has emerged as a valuable resource for analyzing patient health status. However, the prevalence of missing data in EHR poses significant challenges to existing methods, leading to spurious correlations…

Machine Learning · Computer Science 2024-05-16 Zhihao Yu , Xu Chu , Yujie Jin , Yasha Wang , Junfeng Zhao

The project aimed to define the rules and develop a technological solution to automatically identify a set of attributes within free-text clinical records written in Portuguese. The first application developed and implemented on this basis…

My Health Record system is the Australian Government's digital health record system that holds My Health Record. My Health Record is a secure online health record containing consumers' health information. The system aims to provide health…

Software Engineering · Computer Science 2020-06-15 Victor Rivera

In the era of digital health and artificial intelligence, the management of patient data privacy has become increasingly complex, with significant implications for global health equity and patient trust. This paper introduces a novel…

Computers and Society · Computer Science 2024-10-02 Baihan Lin

Extracting actionable insight from Electronic Health Records (EHRs) poses several challenges for traditional machine learning approaches. Patients are often missing data relative to each other; the data comes in a variety of modalities,…

Machine Learning · Computer Science 2018-11-13 Brandon Malone , Alberto Garcia-Duran , Mathias Niepert

Electronic Health Record (EHR) retrieval plays a pivotal role in various clinical tasks, but its development has been severely impeded by the lack of publicly available benchmarks. In this paper, we introduce a novel public EHR retrieval…

Information Retrieval · Computer Science 2025-04-09 Zhengyun Zhao , Hongyi Yuan , Jingjing Liu , Haichao Chen , Huaiyuan Ying , Songchi Zhou , Yue Zhong , Sheng Yu

In recent years, many researchers have focused on developing a feasible solution for storing and exchanging medical images in the field of health care. Current practices are deployed on cloud-based centralized data centers, which increase…

Cryptography and Security · Computer Science 2021-01-01 Mohamed Yaseen Jabarulla , Heung-No Lee

Accessing longitudinal multimodal Electronic Healthcare Records (EHRs) is challenging due to privacy concerns, which hinders the use of ML for healthcare applications. Synthetic EHRs generation bypasses the need to share sensitive real…

Computation and Language · Computer Science 2022-11-04 Zifeng Wang , Jimeng Sun

The growing utilization of Internet of Medical Things (IoMT) devices, including smartwatches and wearable medical devices, has facilitated real-time health monitoring and data analysis to enhance healthcare outcomes. These gadgets…

Cryptography and Security · Computer Science 2025-05-21 Musharraf N. Alruwaill , Saraju P. Mohanty , Elias Kougianos

With recent elevated adaptation of cloud services in almost every major public sector, the health sector emerges as a vulnerable segment, particularly in data exchange of sensitive Health records, as determining the retention, exchange, and…

Cryptography and Security · Computer Science 2024-03-12 Raza Imam , Faisal Anwer

This study aimed at identifying the issue, challenges and opportunities from the health consumers in Tanzania towards interoperability of electronic health records. Recognizing that we conducted a study to identify the challenges, issues…

Computers and Society · Computer Science 2014-10-09 Lawrence Nehemiah

In a world where data is the new currency, wearable health devices offer unprecedented insights into daily life, continuously monitoring vital signs and metrics. However, this convenience raises privacy concerns, as these devices collect…

Cryptography and Security · Computer Science 2025-12-04 Karthik Barma

Background: Electronic health records (EHRs) enable machine learning for diagnosis, prognosis, and clinical decision support. However, EHR standards vary by country and hospital, making records often incompatible. This limits large-scale…

Information Retrieval · Computer Science 2026-03-27 Jiawei Zhao , Md Shamim Ahmed , Nicolai Dinh Khang Truong , Verena Schuster , Rudolf Mayer , Richard Röttger

We present a personalized and reliable prediction model for healthcare, which can provide individually tailored medical services such as diagnosis, disease treatment, and prevention. Our proposed framework targets at making personalized and…

Machine Learning · Statistics 2019-11-26 Ingyo Chung , Saehoon Kim , Juho Lee , Kwang Joon Kim , Sung Ju Hwang , Eunho Yang

Healthcare is becoming a more and more important research topic recently. With the growing data in the healthcare domain, it offers a great opportunity for deep learning to improve the quality of medical service. However, the complexity of…

Computation and Language · Computer Science 2021-11-01 Bo Yang , Lijun Wu

Objectives: The fee-for-service approach to healthcare leads to the management of a patient's conditions in an independent manner, inducing various negative consequences. It is recognized that a bundled care approach to healthcare-one that…

Computers and Society · Computer Science 2017-06-05 You Chen , Abel N. Kho , David Liebovitz , Catherine Ivory , Sarah Osmundson , Jiang Bian , Bradley A. Malin

In today's health care establishments there is a great diversity of information systems. Each with different specificities and capacities, proprietary communication methods, and hardly allow scalability. This set of characteristics hinders…

Computers and Society · Computer Science 2023-02-25 W. G Prabath Jayatissa , Vajira H W Dissanayake , Roshan Hewapathirane

Existing patient data analytics platforms fail to incorporate information that has context, is personal, and topical to patients. For a recommendation system to give a suitable response to a query or to derive meaningful insights from…

Artificial Intelligence · Computer Science 2020-05-08 Nidhi Rastogi , Mohammed J. Zaki
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