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Improving the quality of end-of-life care for hospitalized patients is a priority for healthcare organizations. Studies have shown that physicians tend to over-estimate prognoses, which in combination with treatment inertia results in a…

Computers and Society · Computer Science 2017-11-20 Anand Avati , Kenneth Jung , Stephanie Harman , Lance Downing , Andrew Ng , Nigam H. Shah

Background: We present a Patient Simulator that leverages real world patient encounters which cover a broad range of conditions and symptoms to provide synthetic test subjects for development and testing of healthcare agentic models. The…

Computation and Language · Computer Science 2025-06-05 Sina Rashidian , Nan Li , Jonathan Amar , Jong Ha Lee , Sam Pugh , Eric Yang , Geoff Masterson , Myoung Cha , Yugang Jia , Akhil Vaid

De-identified health data are frequently used in research. As AI advances heighten the risk of re-identification, it is important to respond to concerns about transparency, data privacy, and patient preferences. However, few practical and…

Human-Computer Interaction · Computer Science 2025-11-04 Di Hu , Xi Lu , Yunan Chen , Michelle Keller , An T. Nguyen , Vu Le , Tsung-Ting Kuo , Lucila Ohno-Machado , Kai Zheng

A comprehensive pharmaceutical recommendation system was designed based on the patients and drugs features extracted from Drugs.com and Druglib.com. First, data from these databases were combined, and a dataset of patients and drug…

Machine learning methods provide a methodological innovation that can help screen for cardiovascular disease through noninvasive and readily available measurement modalities. Recent investments in using electrocardiogram (ECG) data to…

Quantitative Methods · Quantitative Biology 2026-05-25 Mitchel J. Colebank

Referral workflow inefficiencies, including misaligned referrals and delays, contribute to suboptimal patient outcomes and higher healthcare costs. In this study, we investigated the possibility of predicting procedural needs based on…

Main objective of this study is to introduce an expert system-based mHealth application that takes Artificial Intelligence support by considering previously introduced solutions from the literature and employing possible requirements for a…

Human-Computer Interaction · Computer Science 2021-08-23 Ismail Ali Afrah , Utku Kose

Mass casualty incidents (MCIs) pose a significant challenge to emergency medical services by overwhelming available resources and personnel. Effective victim assessment is the key to minimizing casualties during such a crisis. We introduce…

Online and AI-based symptom checkers are applications that assist medical laypeople in diagnosing their symptoms and determining which course of action to take. When evaluating these tools, previous studies primarily used an approach…

Human-Computer Interaction · Computer Science 2025-06-30 Marvin Kopka , Markus A. Feufel

The use of Electronic Health Records (EHRs) has increased dramatically in the past 15 years, as, it is considered an important source of managing data od patients. The EHRs are primary sources of disease diagnosis and demographic data of…

Machine Learning · Computer Science 2024-04-02 Bushra F. Alsaqer , Alaa F. Alsaqer , Amna Asif

Large scale veterinary clinical records can become a powerful resource for patient care and research. However, clinicians lack the time and resource to annotate patient records with standard medical diagnostic codes and most veterinary…

Computation and Language · Computer Science 2018-09-05 Allen Nie , Ashley Zehnder , Rodney L. Page , Arturo L. Pineda , Manuel A. Rivas , Carlos D. Bustamante , James Zou

This research paper outlines the development and implementation of a novel Clinical Decision Support System (CDSS) that integrates AI predictive modeling with medical knowledge bases. It utilizes the quantifiable information elements in lab…

Artificial Intelligence · Computer Science 2026-03-17 Muhammad Hammad Maqsood , Mubashir Sajid , Khubaib Ahmed , Muhammad Usamah Shahid , Muddassar Farooq

Veterinary medical records represent a large data resource for application to veterinary and One Health clinical research efforts. Use of the data is limited by interoperability challenges including inconsistent data formats and data…

Computation and Language · Computer Science 2025-08-22 Mayla R. Boguslav , Adam Kiehl , David Kott , G. Joseph Strecker , Tracy Webb , Nadia Saklou , Terri Ward , Michael Kirby

As machine learning (ML)-based decision support tools proliferate in clinical practice, understanding how clinicians integrate personalized ML predictions alongside randomized controlled trial (RCT) evidence is critical. We designed a…

Human-Computer Interaction · Computer Science 2026-05-19 Zeshan Hussain , Barbara D. Lam , Fernando A. Acosta-Perez , Irbaz Bin Riaz , Maia Jacobs , Andrew J. Yee , David Sontag

Clinical trials are essential for drug development but often suffer from expensive, inaccurate and insufficient patient recruitment. The core problem of patient-trial matching is to find qualified patients for a trial, where patient…

Artificial Intelligence · Computer Science 2021-04-13 Xingyao Zhang , Cao Xiao , Lucas M. Glass , Jimeng Sun

Millions of unsolicited medical inquiries are received by pharmaceutical companies every year. It has been hypothesized that these inquiries represent a treasure trove of information, potentially giving insight into matters regarding…

Electronic Health Records (EHRs) contain a wealth of patient data; however, the sparsity of EHRs data often presents significant challenges for predictive modeling. Conventional imputation methods inadequately distinguish between real and…

Machine Learning · Computer Science 2025-02-27 Yinghao Zhu , Zixiang Wang , Long He , Shiyun Xie , Xiaochen Zheng , Liantao Ma , Chengwei Pan

Background: An early diagnosis together with an accurate disease progression monitoring of multiple sclerosis is an important component of successful disease management. Prior studies have established that multiple sclerosis is correlated…

Audio and Speech Processing · Electrical Eng. & Systems 2021-09-28 Emil Svoboda , Tomáš Bořil , Jan Rusz , Tereza Tykalová , Dana Horáková , Charles R. G. Guttman , Krastan B. Blagoev , Hiroto Hatabu , Vlad I. Valtchinov

Clinical decision support systems (CDSS) augmented with artificial intelligence (AI) models are emerging as potentially valuable tools in healthcare. Despite their promise, the development and implementation of these systems typically…

Human-Computer Interaction · Computer Science 2023-03-08 Grace Golden , Christina Popescu , Sonia Israel , Kelly Perlman , Caitrin Armstrong , Robert Fratila , Myriam Tanguay-Sela , David Benrimoh

Mass Casualty Incidents can overwhelm emergency medical systems and resulting delays or errors in the assessment of casualties can lead to preventable deaths. We present a decision support framework that fuses outputs from multiple computer…

Artificial Intelligence · Computer Science 2026-04-24 Szymon Rusiecki , Cecilia G. Morales , Kimberly Elenberg , Leonard Weiss , Artur Dubrawski
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