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Healthcare is one of the largest business segments in the world and is a critical area for future growth. In order to ensure efficient access to medical and patient-related information, hospitals have invested heavily in improving clinical…

Computers and Society · Computer Science 2018-07-06 Andrea Marrella , Massimo Mecella , Mahmoud Sharf , Tiziana Catarci

The increasing demand for mental health services has outpaced the availability of real training data to develop clinical professionals, leading to limited support for the diagnosis of depression. This shortage has motivated the development…

Computation and Language · Computer Science 2025-08-07 Xi Wang , Anxo Perez , Javier Parapar , Fabio Crestani

Organizations have widely deployed generative AI tools, yet productivity gains remain uneven, suggesting that how people use AI matters as much as whether they have access. We conducted a field experiment with 388 employees at a Fortune 500…

General Economics · Economics 2026-04-21 Alex Farach , Alexia Cambon , Lev Tankelevitch , Connie Hsueh , Rebecca Janssen

Clinicians often face workflow problems that are perceived as either too bespoke or low stakes to attract commercial attention. Historically, most do not have the technical knowledge to address these problems, but the recent emergence of…

Human-Computer Interaction · Computer Science 2026-04-28 Ariel Yuhan Ong , Iain Livingstone , Caroline Kilduff , Mertcan Sevgi , David A Merle , Eden Ruffell , Pearse A Keane , Fares Antaki

Empathy is central to human connection, yet people often struggle to express it effectively. In blinded evaluations, large language models (LLMs) generate responses that are often judged more empathic than human-written ones. Yet when a…

Computation and Language · Computer Science 2026-03-17 Aakriti Kumar , Nalin Poungpeth , Diyi Yang , Bruce Lambert , Matthew Groh

Background: Public speaking is a vital professional skill, yet it remains a source of significant anxiety for many individuals. Traditional training relies heavily on expert coaching, but recent advances in AI has led to novel types of…

Human-Computer Interaction · Computer Science 2025-07-14 Nesrine Fourati , Alisa Barkar , Marion Dragée , Liv Danthon-Lefebvre , Mathieu Chollet

A medical provider's summary of a patient visit serves several critical purposes, including clinical decision-making, facilitating hand-offs between providers, and as a reference for the patient. An effective summary is required to be…

Computation and Language · Computer Science 2023-05-11 Varun Nair , Elliot Schumacher , Anitha Kannan

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

With the advancement of large language models, many dialogue systems are now capable of providing reasonable and informative responses to patients' medical conditions. However, when patients consult their doctor, they may experience…

Computation and Language · Computer Science 2025-06-17 Shang-Chi Tsai , Yun-Nung Chen

To reduce the need for business-related air travel and its associated energy consumption and carbon footprint, the U.S. Department of Energy's ARPA-E is supporting a research project called SCOTTIE - Systematic Communication Objectives and…

Human-Computer Interaction · Computer Science 2021-05-06 Charles Peasley , Rachel Dianiska , Emily Oldham , Nicholas Wilson , Stephen Gilbert , Peggy Wu , Brett Israelsen , James Oliver

Purpose: The purpose of this paper is to explore possible factors impacting team performance in healthcare, by focusing on information exchange within and across hospital's boundaries. Design/methodology/approach: Through a web-survey and…

Social and Information Networks · Computer Science 2021-05-27 F. Grippa , J. Bucuvalas , A. Booth , E. Alessandrini , A. Fronzetti Colladon , L. M. Wade

Humans learn social skills through both imitation and social interaction. This social learning process is largely understudied by existing research on building language agents. Motivated by this gap, we propose an interactive learning…

Computation and Language · Computer Science 2024-04-29 Ruiyi Wang , Haofei Yu , Wenxin Zhang , Zhengyang Qi , Maarten Sap , Graham Neubig , Yonatan Bisk , Hao Zhu

Healthcare conversational AI agents shouldn't be optimized only for clean benchmark accuracy in production-first regime; they must be optimized for the lived reality of patient conversations, where audio is imperfect, intent is indirect,…

Efficient patient-doctor interaction is among the key factors for a successful disease diagnosis. During the conversation, the doctor could query complementary diagnostic information, such as the patient's symptoms, previous surgery, and…

Computation and Language · Computer Science 2024-10-08 Xueshen Li , Xinlong Hou , Nirupama Ravi , Ziyi Huang , Yu Gan

Text-based telemedicine has become an increasingly used mode of care, requiring clinicians to deliver medical advice clearly and effectively in writing. As platforms increasingly rely on patient ratings and feedback, clinicians face growing…

Computation and Language · Computer Science 2026-04-03 Adrian Cosma , Cosmin Dumitrache , Emilian Radoi

Objective: This paper introduces a patient simulator for scalable, automated evaluation of healthcare conversational agents, generating realistic, controllable interactions that systematically vary across medical, linguistic, and behavioral…

Context: How to adopt, scale and tailor agile methods depends on several factors such as the size of the organization, business goals, operative model, and needs. The Scaled Agile Framework (SAFe) was developed to support organizations to…

Software Engineering · Computer Science 2017-11-06 Mohammad Abdur Razzak , John Noll , Ita Richardson , Clodagh Nic Canna , Sarah Beecham

The growing demand for accessible mental health support requires training more counselors, yet existing approaches remain resource-intensive and difficult to scale. LLMs can realistically simulate patients and generate actionable feedback…

Human-Computer Interaction · Computer Science 2026-03-10 Ryan Louie , Raj Sanjay Shah , Ifdita Hasan Orney , Juan Pablo Pacheco , Emma Brunskill , Diyi Yang

The proposed symposium focuses understanding, modeling, and improving the efficacy of (a) communicating proficiency from human to robot and (b) communicating intent from a human to a robot. For example, how should a robot convey predicted…

Artificial Intelligence · Computer Science 2022-04-07 Michael Goodrich , Jacob Crandall , Aaron Steinfeld , Holly Yanco

Traditional surgical skill acquisition relies heavily on expert feedback, yet direct access is limited by faculty availability and variability in subjective assessments. While trainees can practice independently, the lack of personalized,…