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Recent advancements in artificial intelligence (AI), especially large language models (LLMs), have significantly advanced healthcare applications and demonstrated potentials in intelligent medical treatment. However, there are conspicuous…

Computation and Language · Computer Science 2025-05-26 Qinkai Yu , Mingyu Jin , Dong Shu , Chong Zhang , Lizhou Fan , Wenyue Hua , Suiyuan Zhu , Yanda Meng , Zhenting Wang , Mengnan Du , Yongfeng Zhang

Clinical decision-making depends on expert reasoning, which is guided by standardized, evidence-based guidelines. However, translating these guidelines into automated clinical decision support systems risks inaccuracy and importantly, loss…

Adherence can be defined as "the extent to which patients take their medications as prescribed by their healthcare providers"[Osterberg and Blaschke, 2005]. World Health Organization's reports point out that, in developed countries, only…

Machine Learning · Computer Science 2018-11-30 Thomas Janssoone , Clémence Bic , Dorra Kanoun , Pierre Hornus , Pierre Rinder

Studies suggest that one in three US adults use the Internet to diagnose or learn about a health concern. However, such access to health information online could exacerbate the disparities in health information availability and use. Health…

Information Retrieval · Computer Science 2022-07-19 Krishna Pothugunta , Xiao Liu , Anjana Susarla , Rema Padman

This paper studies the performance of large language models (LLMs), particularly regarding demographic fairness, in solving real-world healthcare tasks. We evaluate state-of-the-art LLMs with three prevalent learning frameworks across six…

Computation and Language · Computer Science 2024-12-10 Yue Zhou , Barbara Di Eugenio , Lu Cheng

If Electronic Health Records contain a large amount of information about the patients condition and response to treatment, which can potentially revolutionize the clinical practice, such information is seldom considered due to the…

Mobile health (mHealth) applications have become increasingly valuable in preventive healthcare and in reducing the burden on healthcare organizations. The aim of this paper is to investigate the factors that influence user acceptance of…

Computers and Society · Computer Science 2023-05-11 Shaojing Fan , Ramesh C. Jain , Mohan S. Kankanhalli

Detection of easily missed hidden patterns with fast processing power makes machine learning (ML) indispensable to today's healthcare system. Though many ML applications have already been discovered and many are still under investigation,…

Machine Learning · Computer Science 2023-07-27 Mrinmoy Roy , Sarwar J. Minar , Porarthi Dhar , A T M Omor Faruq

Clinical and biomedical research in low-resource settings often faces significant challenges due to the need for high-quality data with sufficient sample sizes to construct effective models. These constraints hinder robust model training…

The presence of detailed clinical information in electronic health record (EHR) systems presents promising prospects for enhancing patient care through automated retrieval techniques. Nevertheless, it is widely acknowledged that accessing…

Information Retrieval · Computer Science 2024-09-13 Abderrahim Oussama Batouche , Eugen Czeizler , Miika Koskinen , Tuomas Mirtti , Antti Sakari Rannikko

Electronic health records (EHR's) are only a first step in capturing and utilizing health-related data - the problem is turning that data into useful information. Models produced via data mining and predictive analysis profile inherited…

Databases · Computer Science 2011-12-08 Casey Bennett , Thomas Doub

Time constraints on doctor patient interaction and restricted access to specialists under the managed care system led to increasingly referring to computers as a medical information source and a self-health-care management tool. However,…

Computers and Society · Computer Science 2025-02-04 Mohammad Saleh Torkestani , Robert Davis , Abdolhossein Sarrafzadeh

Online healthcare consultations have transformed how patients seek medical advice, offering convenience while introducing new challenges for ensuring consultation success. Predicting whether an online consultation will be successful is…

Machine Learning · Computer Science 2025-11-03 Shuang Geng , Wenli Zhang , Jiaheng Xie , Gemin Liang , Ben Niu , Sudha Ram

Electronic health records include information on patients' status and medical history, which could cover the history of diseases and disorders that could be hereditary. One important use of family history information is in precision health,…

Computation and Language · Computer Science 2024-03-18 Xiang Dai , Sarvnaz Karimi , Nathan O'Callaghan

Here, we describe one of the first Web-scale hybrid Knowledge Graph (KG)-Large Language Model (LLM), populated with the latest peer-reviewed medical knowledge on colorectal Cancer. It is currently being evaluated to assist with both medical…

Artificial Intelligence · Computer Science 2025-01-06 Michael Gubanov , Anna Pyayt , Aleksandra Karolak

Multimodal artificial intelligence (AI) systems have the potential to enhance clinical decision-making by interpreting various types of medical data. However, the effectiveness of these models across all medical fields is uncertain. Each…

Searching health information on web has become an integral part of today's world, and many people turn to the Web for healthcare information and healthcare assessment. Our pilot study investigates users' preferences for the type of search…

Information Retrieval · Computer Science 2014-10-30 Shanu Sushmita , Si-Chi Chin

Cancer treatment outcomes are influenced not only by clinical and demographic factors but also by the collaboration of healthcare teams. However, prior work has largely overlooked the potential role of human collaboration in shaping patient…

Social and Information Networks · Computer Science 2025-12-04 Hsiao-Ying Lu , Kwan-Liu Ma

Despite the growing attention of researcher, healthcare managers and policy makers, data gathering and information management practices are largely untheorized areas. In this work are presented and discussed some early-stage…

Computers and Society · Computer Science 2019-04-02 Enrico Maria Piras

The connection between the design and delivery of health care services using information technology is known as health informatics. It involves data usage, validation, and transfer of an integrated medical analysis using neural networks of…

Quantitative Methods · Quantitative Biology 2022-08-08 Amin Gasmi