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Understanding causal narratives communicated in clinical notes can help make strides towards personalized healthcare. Extracted causal information from clinical notes can be combined with structured EHR data such as patients' demographics,…

Computation and Language · Computer Science 2022-03-15 Vivek Khetan , Md Imbesat Hassan Rizvi , Jessica Huber , Paige Bartusiak , Bogdan Sacaleanu , Andrew Fano

This study proposes a novel, integrative framework for patient-centered data science in the digital health era. We developed a multidimensional model that combines traditional clinical data with patient-reported outcomes, social…

Machine Learning · Computer Science 2024-08-07 Mohsen Amoei , Dan Poenaru

Despite the plethora of telehealth applications to assist home-based older adults and healthcare providers, basic messaging and phone calls are still the most common communication methods, which suffer from limited availability, information…

Computation and Language · Computer Science 2024-02-06 Ziqi Yang , Xuhai Xu , Bingsheng Yao , Shao Zhang , Ethan Rogers , Stephen Intille , Nawar Shara , Guodong Gordon Gao , Dakuo Wang

Healthcare organizations are in a continuous effort to improve health outcomes, reduce costs and enhance patient experience of care. Data is essential to measure and help achieving these improvements in healthcare delivery. Consequently, a…

Computation and Language · Computer Science 2018-08-13 Steffen Pauws , Albert Gatt , Emiel Krahmer , Ehud Reiter

In recent years, narrative visualization has gained much attention. Researchers have proposed different design spaces for various narrative visualization genres and scenarios to facilitate the creation process. As users' needs grow and…

Human-Computer Interaction · Computer Science 2023-03-23 Qing Chen , Shixiong Cao , Jiazhe Wang , Nan Cao

In the era of modern healthcare, swiftly generating medical question summaries is crucial for informed and timely patient care. Despite the increasing complexity and volume of medical data, existing studies have focused solely on text-based…

Artificial Intelligence · Computer Science 2023-12-20 Akash Ghosh , Arkadeep Acharya , Raghav Jain , Sriparna Saha , Aman Chadha , Setu Sinha

Clinical decision-making requires synthesizing heterogeneous evidence, including patient histories, clinical guidelines, and trajectories of comparable cases. While large language models (LLMs) offer strong reasoning capabilities, they…

Artificial Intelligence · Computer Science 2026-03-03 Shuheng Chen , Namratha Patil , Haonan Pan , Angel Hsing-Chi Hwang , Yao Du , Ruishan Liu , Jieyu Zhao

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

Individuals are increasingly generating substantial personal health and lifestyle data, e.g. through wearables and smartphones. While such data could transform preventative care, its integration into clinical practice is hindered by its…

Human-Computer Interaction · Computer Science 2026-02-16 Pavithren V S Pakianathan , Rania Islambouli , Diogo Branco , Albrecht Schmidt , Tiago Guerreiro , Jan David Smeddinck

The healthcare environment is commonly referred to as "information-rich" but also "knowledge poor". Healthcare systems collect huge amounts of data from various sources: lab reports, medical letters, logs of medical tools or programs,…

Computation and Language · Computer Science 2024-01-22 Elena-Simona Apostol , Ciprian-Octavian Truică

We present the corpus called HealthCall. This was recorded in real-life conditions in the call center of Malakoff Humanis. It includes two separate audio channels, the first one for the customer and the second one for the agent. Each…

Computation and Language · Computer Science 2022-08-23 Nikola Lackovic , Claude Montacié , Gauthier Lalande , Marie-José Caraty

With an increased interest in the production of personal health technologies designed to track user data (e.g., nutrient intake, step counts), there is now more opportunity than ever to surface meaningful behavioral insights to everyday…

Computation and Language · Computer Science 2022-07-13 Jonathan Harris , Mohammed J. Zaki

The visual analysis of retinal data contributes to the understanding of a wide range of eye diseases. For the evaluation of cross-sectional studies, ophthalmologists rely on workflows and toolsets established in their work environment. That…

Human-Computer Interaction · Computer Science 2023-01-06 Martin Röhlig , Lars Nonnemann , Hans-Jörg Schulz , Oliver Stachs , Heidrun Schumann

This paper presents ClinicSum, a novel framework designed to automatically generate clinical summaries from patient-doctor conversations. It utilizes a two-module architecture: a retrieval-based filtering module that extracts Subjective,…

Computation and Language · Computer Science 2024-12-06 Subash Neupane , Himanshu Tripathi , Shaswata Mitra , Sean Bozorgzad , Sudip Mittal , Shahram Rahimi , Amin Amirlatifi

Effective summarization of unstructured patient data in electronic health records (EHRs) is crucial for accurate diagnosis and efficient patient care, yet clinicians often struggle with information overload and time constraints. This review…

Computers and Society · Computer Science 2024-07-25 Chanseo Lee , Kimon-Aristotelis Vogt , Sonu Kumar

Health coaching helps patients identify and accomplish lifestyle-related goals, effectively improving the control of chronic diseases and mitigating mental health conditions. However, health coaching is cost-prohibitive due to its highly…

Computation and Language · Computer Science 2024-04-16 Yue Zhou , Barbara Di Eugenio , Brian Ziebart , Lisa Sharp , Bing Liu , Ben Gerber , Nikolaos Agadakos , Shweta Yadav

The records of a clinical encounter can be extensive and complex, thus placing a premium on tools that can extract and summarize relevant information. This paper introduces the task of generating discharge summaries for a clinical…

Computation and Language · Computer Science 2021-04-29 Han-Chin Shing , Chaitanya Shivade , Nima Pourdamghani , Feng Nan , Philip Resnik , Douglas Oard , Parminder Bhatia

Healthcare professionals need effective ways to use, understand, and validate AI-driven clinical decision support systems. Existing systems face two key limitations: complex visualizations and a lack of grounding in scientific evidence. We…

Human-Computer Interaction · Computer Science 2025-07-08 Reza Samimi , Aditya Bhattacharya , Lucija Gosak , Gregor Stiglic , Katrien Verbert

Good communication is vital in healthcare, both among healthcare professionals, and between healthcare professionals and their patients. And well-written documents, describing and/or explaining the information in structured databases may be…

cmp-lg · Computer Science 2008-02-03 Alison J. Cawsey , Bonnie L. Webber , Ray B. Jones

Problem: Effective patient-centered communication is a core competency for physicians. However, both seasoned providers and medical trainees report decreased confidence in leading conversations on sensitive topics such as goals of care or…

Human-Computer Interaction · Computer Science 2024-05-31 Simon N. Chu , Alex J. Goodell
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