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Understanding a medical conversation between a patient and a physician poses a unique natural language understanding challenge since it combines elements of standard open ended conversation with very domain specific elements that require…

Computation and Language · Computer Science 2020-09-21 Anirudh Joshi , Namit Katariya , Xavier Amatriain , Anitha Kannan

The proliferation of text messaging for mobile health is generating a large amount of patient-doctor conversations that can be extremely valuable to health care professionals. We present ConVIScope, a visual text analytic system that…

Human-Computer Interaction · Computer Science 2021-09-01 Raymond Li , Enamul Hoque , Giuseppe Carenini , Richard Lester , Raymond Chau

The fast growth of digital health systems has led to a need to better comprehend how they interpret and represent patient-reported symptoms. Chatbots have been used in healthcare to provide clinical support and enhance the user experience,…

Machine Learning · Computer Science 2025-12-02 Hamed Razavi

Electronic Health Records (EHR) contain valuable clinical information for predicting patient outcomes and guiding healthcare decisions. However, effectively modeling Electronic Health Records (EHRs) requires addressing data heterogeneity…

Machine Learning · Computer Science 2025-07-22 Junhan Yu , Zhunyi Feng , Junwei Lu , Tianxi Cai , Doudou Zhou

The exponential growth of data has outpaced human ability to process information, necessitating innovative approaches for effective human-data interaction. To transform raw data into meaningful insights, storytelling, and visualization have…

We present Tell Me, a mental well-being system that leverages advances in large language models to provide accessible, context-aware support for users and researchers. The system integrates three components: (i) a retrieval-augmented…

Computation and Language · Computer Science 2025-11-19 Trishala Jayesh Ahalpara

The act of sharing scientific knowledge is rapidly evolving away from traditional articles and presentations to the delivery of executable objects that integrate the data and computational details (e.g., scripts and workflows) upon which…

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

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

Navigating healthcare systems can be complex and overwhelming, creating barriers for patients seeking timely and appropriate medical attention. In this paper, we introduce C-PATH (Conversational Patient Assistance and Triage in Healthcare),…

Computation and Language · Computer Science 2025-06-10 Qi Shi , Qiwei Han , Cláudia Soares

Patients with low health literacy usually have difficulty understanding medical jargon and the complex structure of professional medical language. Although some studies are proposed to automatically translate expert language into…

Computation and Language · Computer Science 2024-02-09 Junyu Luo , Zifei Zheng , Hanzhong Ye , Muchao Ye , Yaqing Wang , Quanzeng You , Cao Xiao , Fenglong Ma

The effective and targeted provision of health information to consumers, specifically tailored to their needs and preferences, is indispensable in healthcare. With access to appropriate health information and adequate understanding,…

Narrative visualization is a powerful communicative tool that can take on various formats such as interactive articles, slideshows, and data videos. These formats each have their strengths and weaknesses, but existing authoring tools only…

Human-Computer Interaction · Computer Science 2022-05-23 Matthew Conlen , Jeffrey Heer

Simulation is a powerful tool for exploring uncertainty. Its potential in clinical medicine is transformative and includes personalized treatment planning and virtual clinical trials. However, simulating patient trajectories is challenging…

Artificial Intelligence · Computer Science 2026-01-27 Yu Akagi , Tomohisa Seki , Hiromasa Ito , Toru Takiguchi , Kazuhiko Ohe , Yoshimasa Kawazoe

We introduce DataTales, a novel benchmark designed to assess the proficiency of language models in data narration, a task crucial for transforming complex tabular data into accessible narratives. Existing benchmarks often fall short in…

Artificial Intelligence · Computer Science 2025-08-26 Yajing Yang , Qian Liu , Min-Yen Kan

Every individual carries a unique and personal life story shaped by their memories and experiences. However, these memories are often scattered and difficult to organize into a coherent narrative, a challenge that defines the task of…

Human-Computer Interaction · Computer Science 2025-09-30 Shayan Talaei , Meijin Li , Kanu Grover , James Kent Hippler , Diyi Yang , Amin Saberi

Connected health is a multidisciplinary approach focused on health management, prioritizing pa-tient needs in the creation of tools, services, and treatments. This paradigm ensures proactive and efficient care by facilitating the timely…

Computers and Society · Computer Science 2025-10-13 Mira Raheem , Michael Papazoglou , Bernd Krämer , Neamat El-Tazi , Amal Elgammal

Insights in tabular data capture valuable patterns that help analysts understand critical information. Organizing related insights into visual data stories is crucial for in-depth analysis. However, constructing such stories is challenging…

Human-Computer Interaction · Computer Science 2025-08-26 Gerile Aodeng , Guozheng Li , Yunshan Feng , Qiyang Chen , Yu Zhang , Chi Harold Liu

Disease-symptom datasets are significant and in demand for medical research, disease diagnosis, clinical decision-making, and AI-driven health management applications. These datasets help identify symptom patterns associated with specific…

Computation and Language · Computer Science 2025-09-09 Abdullah Al Shafi , Rowzatul Zannat , Abdul Muntakim , Mahmudul Hasan

The healthcare industry is moving towards a patient-centric paradigm that requires advanced methods for managing and representing patient data. This paper presents a Patient Journey Ontology (PJO), a framework that aims to capture the…

Databases · Computer Science 2025-06-25 Hassan S. Al Khatib , Subash Neupane , Sudip Mittal , Shahram Rahimi , Nina Marhamati , Sean Bozorgzad