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Effective human-AI collaboration for physical task completion has significant potential in both everyday activities and professional domains. AI agents equipped with informative guidance can enhance human performance, but evaluating such…

Computer Vision and Pattern Recognition · Computer Science 2025-07-25 Filippos Bellos , Yayuan Li , Cary Shu , Ruey Day , Jeffrey M. Siskind , Jason J. Corso

The need for AI systems to provide explanations for their behaviour is now widely recognised as key to their adoption. In this paper, we examine the problem of trustworthy AI and explore what delivering this means in practice, with a focus…

Artificial Intelligence · Computer Science 2022-11-30 Rob Procter , Peter Tolmie , Mark Rouncefield

Artificial Intelligence (AI) is making a major impact on healthcare, particularly through its application in natural language processing (NLP) and predictive analytics. The healthcare sector has increasingly adopted AI for tasks such as…

Databases · Computer Science 2025-06-02 Karan Hanswadkar , Anika Kanchi , Shivani Tripathi , Shi Qiao , Rony Chatterjee , Alekh Jindal

Screening patients for clinical trial eligibility remains a manual, time-consuming, and resource-intensive process. We present a secure, scalable proof-of-concept system for Artificial Intelligence (AI)-augmented patient-trial matching that…

Healthcare AI holds the potential to increase patient safety, augment efficiency and improve patient outcomes, yet research is often limited by data access, cohort curation, and tooling for analysis. Collection and translation of electronic…

Software Engineering · Computer Science 2021-12-14 Raphael Y. Cohen , Vesela P. Kovacheva

The increasing burden of responding to large volumes of patient messages has become a key factor contributing to physician burnout. Generative AI (GenAI) shows great promise to alleviate this burden by automatically drafting patient message…

Computers and Society · Computer Science 2025-08-20 Di Hu , Yawen Guo , Ha Na Cho , Emilie Chow , Dana B. Mukamel , Dara Sorkin , Andrew Reikes , Danielle Perret , Deepti Pandita , Kai Zheng

Generative medical AI now appears fluent and knowledgeable enough to resemble clinical intelligence, encouraging the belief that scaling will make it safe. But clinical reasoning is not text generation. It is a responsibility-bound process…

Artificial Intelligence · Computer Science 2026-02-02 Vaibhav Ram S. V. N. S , Swetanshu Agrawal , Samudra Banerjee , Abdul Muhsin

Clinical coding is the task of transforming medical information in a patient's health records into structured codes so that they can be used for statistical analysis. This is a cognitive and time-consuming task that follows a standard…

Computation and Language · Computer Science 2022-10-11 Hang Dong , Matúš Falis , William Whiteley , Beatrice Alex , Joshua Matterson , Shaoxiong Ji , Jiaoyan Chen , Honghan Wu

Autonomous systems that generate scientific hypotheses, conduct experiments, and draft manuscripts have recently emerged as a promising paradigm for accelerating discovery. However, existing AI Scientists remain largely domain-agnostic,…

Artificial Intelligence · Computer Science 2026-03-31 Hongtao Wu , Boyun Zheng , Dingjie Song , Yu Jiang , Jianfeng Gao , Lei Xing , Lichao Sun , Yixuan Yuan

Interactive AI systems increasingly employ a human-in-the-loop strategy. This creates new challenges for the HCI community when designing such systems. We reveal and investigate some of these challenges in a case study with an industry…

Human-Computer Interaction · Computer Science 2022-07-27 Changkun Ou , Daniel Buschek , Sven Mayer , Andreas Butz

Automated approaches to answer patient-posed health questions are rising, but selecting among systems requires reliable evaluation. The current gold standard for evaluating the free-text artificial intelligence (AI) responses--human expert…

Artificial Intelligence · Computer Science 2026-05-11 Sarvesh Soni , Dina Demner-Fushman

Advanced AI technologies are increasingly integrated into clinical domains to advance patient care. The design and development of clinical AI technologies necessitate seamless collaboration between clinical and technical experts. However,…

Human-Computer Interaction · Computer Science 2026-05-05 Bingsheng Yao , Yao Du , Yue Fu , Xuhai Xu , Yanjun Gao , Hong Yu , Dakuo Wang

Although artificial intelligence (AI) agents are increasingly proposed to support potentially longitudinal health tasks, such as symptom management, behavior change, and patient support, most current implementations fall short of…

Artificial Intelligence · Computer Science 2026-04-30 Georgianna Lin , Rencong Jiang , Noémie Elhadad , Xuhai "Orson" Xu

Most clinical AI systems operate as prediction engines -- producing labels or risk scores -- yet real clinical reasoning is a time-bounded, sequential control problem under uncertainty. Clinicians interleave information gathering with…

Artificial Intelligence · Computer Science 2026-01-21 Dipayan Sengupta , Saumya Panda

This article explores how the 'rules in use' from Ostrom's Institutional Analysis and Development Framework (IAD) can be developed as a context analysis approach for AI. AI risk assessment frameworks increasingly highlight the need to…

Computers and Society · Computer Science 2024-07-02 Deborah Morgan , Youmna Hashem , John Francis , Saba Esnaashari , Vincent J. Straub , Jonathan Bright

Structured (tabular) data in the preclinical and clinical domains contains valuable information about individuals and an efficient table-to-text summarization system can drastically reduce manual efforts to condense this data into reports.…

Computation and Language · Computer Science 2022-07-15 Heng-Yi Wu , Jingqing Zhang , Julia Ive , Tong Li , Vibhor Gupta , Bingyuan Chen , Yike Guo

Providing timely and individualised feedback on handwritten student work is highly beneficial for learning but difficult to achieve at scale. This challenge has become more pressing as generative AI undermines the reliability of take-home…

The co creativity community is making significant progress in developing more sophisticated and tailored systems to support and enhance human creativity. Design considerations from prior work can serve as a valuable and efficient foundation…

Human-Computer Interaction · Computer Science 2025-06-30 Saloni Singh , Koen Hindriks , Dirk Heylen , Kim Baraka

Background: Globally we face a projected shortage of 11 million healthcare practitioners by 2030, and administrative burden consumes 50% of clinical time. Artificial intelligence (AI) has the potential to help alleviate these problems.…

Human-Computer Interaction · Computer Science 2025-08-01 Hashim Hayat , Maksim Kudrautsau , Evgeniy Makarov , Vlad Melnichenko , Tim Tsykunou , Piotr Varaksin , Matt Pavelle , Adam Z. Oskowitz

Ambient AI generates draft clinical notes from patient-clinician conversations, often using lay or consumer-oriented phrasing to support patient understanding instead of standardized clinical terminology. How clinicians revise these drafts…

Artificial Intelligence · Computer Science 2026-03-20 Ha Na Cho , Yawen Guo , Sairam Sutari , Emilie Chow , Steven Tam , Danielle Perret , Deepti Pandita , Kai Zheng