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Serious illness communication (SIC) in end-of-life care faces challenges such as emotional stress, cultural barriers, and balancing hope with honesty. Despite its importance, one of the few available ways for clinicians to practice SIC is…

Human-Computer Interaction · Computer Science 2025-05-06 Kurtis Haut , Masum Hasan , Thomas Carroll , Ronald Epstein , Taylan Sen , Ehsan Hoque

In this paper, we describe the iterative participatory design of SOPHIE, an online virtual patient for feedback-based practice of sensitive patient-physician conversations, and discuss an initial qualitative evaluation of the system by…

Human-Computer Interaction · Computer Science 2020-09-24 Mohammad Rafayet Ali , Taylan Sen , Benjamin Kane , Shagun Bose , Thomas M Carroll , Ronald Epstein , Lenhart Schubert , Ehsan Hoque

A schema-guided approach to dialogue management has been shown in recent work to be effective in creating robust customizable virtual agents capable of acting as friendly peers or task assistants. However, successful applications of these…

Artificial Intelligence · Computer Science 2022-07-18 Benjamin Kane , Catherine Giugno , Lenhart Schubert , Kurtis Haut , Caleb Wohn , Ehsan Hoque

Effective communication is a crucial skill for healthcare providers since it leads to better patient health, satisfaction and avoids malpractice claims. In standard medical education, students' communication skills are trained with…

Human-Computer Interaction · Computer Science 2021-04-05 Edoardo Battegazzorre , Andrea Bottino , Fabrizio Lamberti

Medical education faces challenges in providing scalable, consistent clinical skills training. Simulation with standardized patients (SPs) develops communication and diagnostic skills but remains resource-intensive and variable in feedback…

Standardized patients (SPs) play a central role in clinical communication training but are costly, difficult to scale, and inconsistent. Large language model (LLM) based AI standardized patients (AI-SPs) promise flexible, on-demand…

Human-Computer Interaction · Computer Science 2026-04-07 Zhiqi Gao , Guo Zhu , Huarui Luo , Dongyijie Primo Pan , Haoming Tang , Bingquan Zhang , Jiahuan Pei , Jie Li , Benyou Wang

This paper presents a description and evaluation of the ROC Speak system, a platform that allows ubiquitous access to communication skills training. ROC Speak (available at rocspeak.com) enables anyone to go to a website, record a video,…

Human-Computer Interaction · Computer Science 2023-10-10 Ru Zhao , Vivian Li , Hugo Barbosa , Gourab Ghoshal , Mohammed , Hoque

With advanced AI/ML, there has been growing research on explainable AI (XAI) and studies on how humans interact with AI and XAI for effective human-AI collaborative decision-making. However, we still have a lack of understanding of how AI…

Human-Computer Interaction · Computer Science 2024-05-28 Min Hun Lee , Silvana Xin Yi Choo , Shamala D/O Thilarajah

Effective communication training is essential to preparing nurses for high-quality patient care. While standardized patient (SP) simulations provide valuable experiential learning, they are often costly and inflexible. Virtual patient (VP)…

Computation and Language · Computer Science 2025-06-03 Keyeun Lee , Seolhee Lee , Esther Hehsun Kim , Yena Ko , Jinsu Eun , Dahee Kim , Hyewon Cho , Haiyi Zhu , Robert E. Kraut , Eunyoung Suh , Eun-mee Kim , Hajin Lim

Advances in artificial intelligence (AI) are enabling systems that augment and collaborate with humans to perform simple, mechanistic tasks like scheduling meetings and grammar-checking text. However, such Human-AI collaboration poses…

Computation and Language · Computer Science 2022-03-30 Ashish Sharma , Inna W. Lin , Adam S. Miner , David C. Atkins , Tim Althoff

In medicine, a communicating virtual patient or doctor allows students to train in medical diagnosis and develop skills to conduct a medical consultation. In this paper, we describe a conversational virtual standardized patient system to…

Computation and Language · Computer Science 2019-12-17 Fréjus A. A. Laleye , Antonia Blanié , Antoine Brouquet , Dan Behnamou , Gaël de Chalendar

Clinical communication skills are essential for preparing healthcare professionals to provide equitable care across cultures. However, traditional training with simulated patients can be resource intensive and difficult to scale, especially…

Human-Computer Interaction · Computer Science 2025-06-16 Sandro Radovanović , Shuangyu Li

Training mental health clinicians to conduct standardized clinical assessments is challenging due to a lack of scalable, realistic practice opportunities, which can impact data quality in clinical trials. To address this gap, we introduce a…

Human-Computer Interaction · Computer Science 2025-12-30 Veronica Bossio Botero , Vijay Yadav , Jacob Ouyang , Anzar Abbas , Michelle Worthington

Learning therapeutic counseling involves significant role-play experience with mock patients, with current manual training methods providing only intermittent granular feedback. We seek to accelerate and optimize counselor training by…

Human-Computer Interaction · Computer Science 2025-02-27 Ian Steenstra , Farnaz Nouraei , Timothy W. Bickmore

Training medical personnel using standardized patients (SPs) remains a complex challenge, requiring extensive domain expertise and role-specific practice. Previous research on Large Language Model (LLM)-based SPs mostly focuses on improving…

Computation and Language · Computer Science 2025-06-10 Zhuoyun Du , Lujie Zheng , Renjun Hu , Yuyang Xu , Xiawei Li , Ying Sun , Wei Chen , Jian Wu , Haolei Cai , Haohao Ying

Quality patient-provider communication is critical to improve clinical care and patient outcomes. While progress has been made with communication skills training for clinicians, significant gaps exist in how to best monitor, measure, and…

Human-Computer Interaction · Computer Science 2024-07-12 Zhiyuan Wang , Nusayer Hassan , Virginia LeBaron , Tabor E. Flickinger , David Ling , James Edwards , Congyu Wu , Mehdi Boukhechba , Laura E. Barnes

Effective communication in serious illness and palliative care is essential but often under-taught due to limited access to training resources like standardized patients. We present PAL (Palliative Assisted Learning-bot), a conversational…

Human-Computer Interaction · Computer Science 2025-11-12 Neil K. R. Sehgal , Hita Kambhamettu , Allen Chang , Andrew Zhu , Lyle Ungar , Sharath Chandra Guntuku

Advancements in large language models offer strong potential for enhancing virtual simulated patients (VSPs) in medical education by providing scalable alternatives to resource-intensive traditional methods. However, current VSPs often…

Computation and Language · Computer Science 2025-12-23 Victor De Marez , Jens Van Nooten , Luna De Bruyne , Walter Daelemans

Diagnostic errors in healthcare persist as a critical challenge, with increasing numbers of patients turning to online resources for health information. While AI-powered healthcare chatbots show promise, there exists no standardized and…

Artificial Intelligence · Computer Science 2024-12-18 Deep Bhatt , Surya Ayyagari , Anuruddh Mishra

The shortage of doctors is creating a critical squeeze in access to medical expertise. While conversational Artificial Intelligence (AI) holds promise in addressing this problem, its safe deployment in patient-facing roles remains largely…

Artificial Intelligence · Computer Science 2025-04-11 Antoine Lizée , Pierre-Auguste Beaucoté , James Whitbeck , Marion Doumeingts , Anaël Beaugnon , Isabelle Feldhaus
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