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Adopting a good health information system (HIS) is essential for providing high-quality healthcare. With rapid advances in technology in the healthcare industry in recent years, healthcare providers seek effective options to deal with…

Computers and Society · Computer Science 2022-07-26 Soliman S M Aljarboa , Shah J Miah

Obsessive-compulsive disorder (OCD) is a mental health condition that significantly impacts people's quality of life. While evidence-based therapies such as exposure and response prevention (ERP) can be effective, managing OCD symptoms in…

Human-Computer Interaction · Computer Science 2025-08-06 Ru Wang , Kexin Zhang , Yuqing Wang , Keri Brown , Yuhang Zhao

Reminiscence therapy is an inexpensive non-pharmacological therapy commonly used due to its therapeutic value for PwD, as it can be used to promote independence, positive moods and behavior, and improve their quality of life. Caregivers are…

Human-Computer Interaction · Computer Science 2022-01-10 Soraia M. Alarcão , André Santana , Carolina Maruta , Manuel J. Fonseca

The advancement of AI systems for mental health support is hindered by limited access to therapeutic conversation data, particularly for trauma treatment. We present Thousand Voices of Trauma, a synthetic benchmark dataset of 3,000 therapy…

Computers and Society · Computer Science 2025-05-19 Suhas BN , Andrew M. Sherrill , Rosa I. Arriaga , Chris W. Wiese , Saeed Abdullah

Post-Traumatic Stress Disorder (PTSD) remains underdiagnosed in clinical settings, presenting opportunities for automated detection to identify patients. This study evaluates natural language processing approaches for detecting PTSD from…

Computation and Language · Computer Science 2026-01-08 Feng Chen , Dror Ben-Zeev , Gillian Sparks , Arya Kadakia , Trevor Cohen

Virtual reality exposure therapy (VRET) enables controlled exposure to trauma-related stimuli to facilitate memory access and emotional processing. However, the field remains underexplored for complex post-traumatic stress disorder…

Human-Computer Interaction · Computer Science 2026-04-15 Annalisa Degenhard , Sophia Ppali , Fotis Liarokapis , Enrico Rukzio , Jennifer Spohrs , Stefan Tschoeke

Post-Traumatic Stress Disorder (PTSD) is a multifaceted mental health condition, particularly challenging for individuals with pre-existing medical conditions. This review critically examines the intersection of PTSD and chronic illnesses…

Computation and Language · Computer Science 2026-01-15 Zaber Al Hassan Ayon , Nur Hafieza Ismail , Nur Shazwani Kamarudin

The lack of explainability using relevant clinical knowledge hinders the adoption of Artificial Intelligence-powered analysis of unstructured clinical dialogue. A wealth of relevant, untapped Mental Health (MH) data is available in online…

Artificial Intelligence · Computer Science 2024-10-21 Sumit Dalal , Deepa Tilwani , Kaushik Roy , Manas Gaur , Sarika Jain , Valerie Shalin , Amit Sheth

Clinical decision support systems combine knowledge and data from a variety of sources, represented by quantitative models based on stochastic methods, or qualitative based rather on expert heuristics and deductive reasoning. At the same…

Artificial Intelligence · Computer Science 2020-01-22 Ying Shen , Jacquet-Andrieu Armelle , Joël Colloc

As cannabis use has increased in recent years, researchers have come to rely on sophisticated machine learning models to predict cannabis use behavior and its impact on health. However, many artificial intelligence (AI) models lack…

Human-Computer Interaction · Computer Science 2025-03-11 Tongze Zhang , Tammy Chung , Anind Dey , Sang Won Bae

Participatory Design (PD) methods are effective in understanding older adults' perspectives, concerns, and wishes and generating ideas for new intelligent aids. The aim of our study was first to map perceptions and explore the needs of…

Human-Computer Interaction · Computer Science 2022-12-20 Adi Bulgaro , Ela Liberman-Pincu , Tal Oron-Gilad

Accurate models of clinical actions and their impacts on disease progression are critical for estimating personalized optimal dynamic treatment regimes (DTRs) in medical/health research, especially in managing chronic conditions.…

Methodology · Statistics 2021-02-19 William Hua , Hongyuan Mei , Sarah Zohar , Magali Giral , Yanxun Xu

Children with chronic conditions face evolving challenges in daily activities, peer relationships, and clinical care. Younger children often rely on parental support, while older ones seek independence. Prior studies on chronic conditions…

Human-Computer Interaction · Computer Science 2026-02-23 Neda Barbazi , Ji Youn Shin , Gurumurthy Hiremath , Carlye Anne Lauff

Mental illness remains one of the most critical public health issues. Despite its importance, many mental health professionals highlight a disconnect between their training and actual real-world patient practice. To help bridge this gap, we…

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

A Clinical Decision Support System (CDSS) is designed to enhance clinician decision-making by combining system-generated recommendations with medical expertise. Given the high costs, intensive labor, and time-sensitive nature of medical…

Computation and Language · Computer Science 2024-10-22 Pei-Hung Chung , Shuhan He , Norawit Kijpaisalratana , Abdel-badih el Ariss , Byung-Jun Yoon

Clinical Decision Support Systems (CDSS) utilize evidence-based knowledge and patient data to offer real-time recommendations, with Large Language Models (LLMs) emerging as a promising tool to generate plain-text explanations for medical…

Computation and Language · Computer Science 2023-10-04 D. Umerenkov , G. Zubkova , A. Nesterov

Clinical guidance systems have been widely adopted to help medical staffs to avoid preventable medical errors such as delay in diagnosis, treatment or untended deviations from best practice guidelines. However, because patient condition…

Computers and Society · Computer Science 2016-10-24 Maryam Rahmaniheris , Yu Jiang , Lui Sha

Automated decision systems (ADS) are broadly deployed to inform and support human decision-making across a wide range of consequential settings. However, various context-specific details complicate the goal of establishing meaningful…

Computers and Society · Computer Science 2026-02-05 Inioluwa Deborah Raji , Lydia Liu

Deep learning, an area of machine learning, is set to revolutionize patient care. But it is not yet part of standard of care, especially when it comes to individual patient care. In fact, it is unclear to what extent data-driven techniques…

Machine Learning · Computer Science 2019-06-07 Gal Levy-Fix , Gilad J. Kuperman , Noémie Elhadad