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Clinicians spend a significant amount of time inputting free-form textual notes into Electronic Health Records (EHR) systems. Much of this documentation work is seen as a burden, reducing time spent with patients and contributing to…

Computation and Language · Computer Science 2018-08-09 Peter J. Liu

Electronic health records (EHRs) contain important longitudinal information on individuals who have received medical care. Traditionally, EHRs have been used to support a wide range of administrative activities such as billing and clinical…

Databases · Computer Science 2024-11-18 Arian Aminoleslami , Geoffrey M. Anderson , Davide Chicco

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

Clinical documentation can be transformed by Electronic Health Records, yet the documentation process is still a tedious, time-consuming, and error-prone process. Clinicians are faced with multi-faceted requirements and fragmented…

Human-Computer Interaction · Computer Science 2021-09-24 Luke Murray , Divya Gopinath , Monica Agrawal , Steven Horng , David Sontag , David R. Karger

Electronic Health Records (EHR) are crucial for the success of digital healthcare, with a focus on putting consumers at the center of this transformation. However, the digitalization of healthcare records brings along security and privacy…

Machine Learning · Computer Science 2024-10-07 Vinaytosh Mishra , Kishu Gupta , Deepika Saxena , Ashutosh Kumar Singh

With the recent availability of Electronic Health Records (EHR) and great opportunities they offer for advancing medical informatics, there has been growing interest in mining EHR for improving quality of care. Disease diagnosis due to its…

Artificial Intelligence · Computer Science 2018-04-24 Anahita Hosseini , Ting Chen , Wenjun Wu , Yizhou Sun , Majid Sarrafzadeh

Electronic Health Records (EHRs) provide a rich, longitudinal view of patient health and hold significant potential for advancing clinical decision support, risk prediction, and data-driven healthcare research. However, most artificial…

Structured Electronic Health Record (EHR) data stores patient information in relational tables and plays a central role in clinical decision-making. Recent advances have explored the use of large language models (LLMs) to process such data,…

Artificial Intelligence · Computer Science 2026-04-02 Xiao Yang , Xuejiao Zhao , Zhiqi Shen

Electronic health records (EHRs) are multimodal by nature, consisting of structured tabular features like lab tests and unstructured clinical notes. In real-life clinical practice, doctors use complementary multimodal EHR data sources to…

Computation and Language · Computer Science 2024-07-18 Thao Minh Nguyen Phan , Cong-Tinh Dao , Chenwei Wu , Jian-Zhe Wang , Shun Liu , Jun-En Ding , David Restrepo , Feng Liu , Fang-Ming Hung , Wen-Chih Peng

Learning electronic health records (EHRs) has received emerging attention because of its capability to facilitate accurate medical diagnosis. Since the EHRs contain enriched information specifying complex interactions between entities,…

Machine Learning · Computer Science 2024-08-15 Tsai Hor Chan , Guosheng Yin , Kyongtae Bae , Lequan Yu

Deep learning models exhibit state-of-the-art performance for many predictive healthcare tasks using electronic health records (EHR) data, but these models typically require training data volume that exceeds the capacity of most healthcare…

Machine Learning · Computer Science 2018-10-24 Edward Choi , Cao Xiao , Walter F. Stewart , Jimeng Sun

The transition from paper-based information to Electronic-Health-Records (EHRs) has driven various advancements in the modern healthcare-industry. In many cases, patients need to share their EHR with healthcare professionals. Given the…

Cryptography and Security · Computer Science 2022-07-14 Zhihui Lin , Prosanta Gope , Jianting Ning , Biplab Sikdar

Predicting next visit diagnosis using Electronic Health Records (EHR) is an essential task in healthcare, critical for devising proactive future plans for both healthcare providers and patients. Nonetheless, many preceding studies have not…

Machine Learning · Computer Science 2024-05-02 Heejoon Koo

The advent of large language models (LLMs) has opened new avenues for analyzing complex, unstructured data, particularly within the medical domain. Electronic Health Records (EHRs) contain a wealth of information in various formats,…

Information Retrieval · Computer Science 2025-06-10 Wu Hao Ran , Xi Xi , Furong Li , Jingyi Lu , Jian Jiang , Hui Huang , Yuzhuan Zhang , Shi Li

Electronic Health Records (EHRs), comprising diverse clinical data such as diagnoses, medications, and laboratory results, hold great promise for translational research. EHR-derived data have advanced disease prevention, improved clinical…

Machine Learning · Statistics 2025-09-09 Yinjie Wang , Doudou Zhou , Yue Liu , Junwei Lu , Tianxi Cai

The large amount of time clinicians spend sifting through patient notes and documenting in electronic health records (EHRs) is a leading cause of clinician burnout. By proactively and dynamically retrieving relevant notes during the…

Information Retrieval · Computer Science 2023-08-17 Sharon Jiang , Shannon Shen , Monica Agrawal , Barbara Lam , Nicholas Kurtzman , Steven Horng , David Karger , David Sontag

Biomedical documents such as Electronic Health Records (EHRs) contain a large amount of information in an unstructured format. The data in EHRs is a hugely valuable resource documenting clinical narratives and decisions, but whilst the text…

Computation and Language · Computer Science 2019-12-24 Zeljko Kraljevic , Daniel Bean , Aurelie Mascio , Lukasz Roguski , Amos Folarin , Angus Roberts , Rebecca Bendayan , Richard Dobson

The increasing use of Electronic Health Records (EHR) has emphasized the need for standardization and interoperability in healthcare data management. The Ministry of Health and Family Welfare, Government of India, has introduced the…

Information Retrieval · Computer Science 2025-04-15 Biswanath Dutta , Debanjali Bain

Electronic health records (EHRs) contain vast amounts of complex data, but harmonizing and processing this information remains a challenging and costly task requiring significant clinical expertise. While large language models (LLMs) have…

Computation and Language · Computer Science 2024-07-02 João Matos , Jack Gallifant , Jian Pei , A. Ian Wong

As two important textual modalities in electronic health records (EHR), both structured data (clinical codes) and unstructured data (clinical narratives) have recently been increasingly applied to the healthcare domain. Most existing…

Computation and Language · Computer Science 2022-11-01 Sicen Liu , Xiaolong Wang , Yongshuai Hou , Ge Li , Hui Wang , Hui Xu , Yang Xiang , Buzhou Tang