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In various fields, including medicine, age distributions are crucial. Despite widespread media coverage of health topics, there remains a need to enhance health communication. Narrative medical visualization is promising for improving…

Human-Computer Interaction · Computer Science 2024-09-27 Sophia Dowlatabadi , Bernhard Preim , Monique Meuschke

Conversational artificial intelligence has the potential to assist users in preliminary medical consultations, particularly in settings where access to healthcare professionals is limited. However, many existing medical dialogue systems…

Computation and Language · Computer Science 2026-03-26 Shubham Kumar Nigam , Suparnojit Sarkar , Piyush Patel

With the advancement of telemedicine, both researchers and medical practitioners are working hand-in-hand to develop various techniques to automate various medical operations, such as diagnosis report generation. In this paper, we first…

Computation and Language · Computer Science 2023-09-28 Abhisek Tiwari , Anisha Saha , Sriparna Saha , Pushpak Bhattacharyya , Minakshi Dhar

Conventional service design methods are valuable for improving healthcare experience, but are limited in scale and information capture. Based on a constructed database of 2,320 stories from patients and carers with multiple long-term…

Databases · Computer Science 2026-03-31 Ji Han , Marta Staff , Saeema Ahmed-Kristensen

Causality visualization can help people understand temporal chains of events, such as messages sent in a distributed system, cause and effect in a historical conflict, or the interplay between political actors over time. However, as the…

Computation and Language · Computer Science 2020-09-08 Arjun Choudhry , Mandar Sharma , Pramod Chundury , Thomas Kapler , Derek W. S. Gray , Naren Ramakrishnan , Niklas Elmqvist

An effective healthcare agent must be able to recall and reason over a patient's longitudinal medical history. However, the absence of datasets with realistic long-term dialogue timelines limits systematic evaluation. Real clinical text is…

Computation and Language · Computer Science 2026-05-20 Hebin Hu , Renke Dai , Ah-Hwee Tan , Yilin Kang

A biological understanding is key for managing medical conditions, yet psychological and social aspects matter too. The main problem is that these two aspects are hard to quantify and inherently difficult to communicate. To quantify…

Human-Computer Interaction · Computer Science 2020-10-14 Wonyoung So , Edyta P. Bogucka , Sanja Šćepanović , Sagar Joglekar , Ke Zhou , Daniele Quercia

Generating coherent and communicative visual sequences, such as image sequences and videos, remains a significant challenge for current multimodal systems. Despite advances in visual quality and the integration of world knowledge, existing…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Chutian Meng , Fan Ma , Chi Zhang , Jiaxu Miao , Yi Yang , Yueting Zhuang

Visualizing medical histories of patients with complex chronic diseases (e.g., discordant chronic comorbidities (DCCs)) is a challenge for patients, their healthcare providers, and their support network. DCCs are health conditions in which…

Human-Computer Interaction · Computer Science 2022-12-06 Sankarshan Dasgupta , Tom Ongwere

Doctor-patient consultations require multi-turn, context-aware communication tailored to diverse patient personas. Training or evaluating doctor LLMs in such settings requires realistic patient interaction systems. However, existing…

Artificial Intelligence · Computer Science 2025-10-30 Daeun Kyung , Hyunseung Chung , Seongsu Bae , Jiho Kim , Jae Ho Sohn , Taerim Kim , Soo Kyung Kim , Edward Choi

The data available in Electronic Health Records (EHRs) provides the opportunity to transform care, and the best way to provide better care for one patient is through learning from the data available on all other patients. Temporal modelling…

Computation and Language · Computer Science 2021-07-08 Zeljko Kraljevic , Anthony Shek , Daniel Bean , Rebecca Bendayan , James Teo , Richard Dobson

Clinical information extraction, which involves structuring clinical concepts from unstructured medical text, remains a challenging problem that could benefit from the inclusion of tabular background information available in electronic…

Artificial Intelligence · Computer Science 2025-12-10 Paloma Rabaey , Stefan Heytens , Thomas Demeester

Healthcare professionals have long envisioned using the enormous processing powers of computers to discover new facts and medical knowledge locked inside electronic health records. These vast medical archives contain time-resolved…

Machine Learning · Computer Science 2020-05-15 Ahmed Allam , Matthias Dittberner , Anna Sintsova , Dominique Brodbeck , Michael Krauthammer

Medical task-oriented dialogue systems can assist doctors by collecting patient medical history, aiding in diagnosis, or guiding treatment selection, thereby reducing doctor burnout and expanding access to medical services. However,…

Computation and Language · Computer Science 2024-10-21 Vishal Vivek Saley , Goonjan Saha , Rocktim Jyoti Das , Dinesh Raghu , Mausam

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

Multi-modal models are data hungry. While datasets with natural images are abundant, medical image datasets can not afford the same luxury. To enable representation learning for medical images at scale, we turn to YouTube, a platform with a…

Computer Vision and Pattern Recognition · Computer Science 2026-01-15 Wisdom O. Ikezogwo , Kevin Zhang , Mehmet Saygin Seyfioglu , Fatemeh Ghezloo , Linda Shapiro , Ranjay Krishna

In the context of the exponentially increasing volume of narrative texts such as novels and news, readers struggle to extract and consistently remember storyline from these intricate texts due to the constraints of human working memory and…

Human-Computer Interaction · Computer Science 2024-11-11 Li Ye , Lei Wang , Shaolun Ruan , Yuwei Meng , Yigang Wang , Wei Chen , Zhiguang Zhou

Communication among healthcare professionals (HCPs) is crucial for the quality of patient treatment. Surrounding each patient's treatment, communication among HCPs can be examined as temporal networks, constructed from Electronic Health…

Social and Information Networks · Computer Science 2024-01-09 Hsiao-Ying Lu , Yiran Li , Kwan-Liu Ma

The healthcare system collects extensive data, encompassing patient administrative information, clinical measurements, and home-monitored health metrics. To support informed decision-making in patient care and treatment management, it is…

Human-Computer Interaction · Computer Science 2024-09-18 Faisal Zaki Roshan , Abhishek Ahuja , Fateme Rajabiyazdi

Artificial intelligence (AI) is rapidly transforming healthcare, enabling fast development of tools like stress monitors, wellness trackers, and mental health chatbots. However, rapid and low-barrier development can introduce risks of bias,…

Computation and Language · Computer Science 2026-04-09 Xingmeng Zhao , Tongnian Wang , Dan Schumacher , Veronica Rammouz , Anthony Rios