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After a patient consultation, a clinician determines the steps in the management of the patient. A clinician may for example request to see the patient again or refer them to a specialist. Whilst most clinicians will record their intent as…

Although cognitive engagement (CE) is crucial for motor learning, it remains underutilized in rehabilitation robots, partly because its assessment currently relies on subjective and gross measurements taken intermittently. Here, we propose…

Robotics · Computer Science 2020-02-20 Neelesh Kumar , Konstantinos P. Michmizos

There is tremendous interest in precision medicine as a means to improve patient outcomes by tailoring treatment to individual characteristics. An individualized treatment rule formalizes precision medicine as a map from patient information…

Machine Learning · Statistics 2020-05-28 Daniel J. Luckett , Eric B. Laber , Michael R. Kosorok

In this study, we investigate the combination of indicators, including performance, behavioral engagement, and emotional engagement, to identify students experiencing difficulties. We analyzed data from two primary sources: digital traces…

Referral workflow inefficiencies, including misaligned referrals and delays, contribute to suboptimal patient outcomes and higher healthcare costs. In this study, we investigated the possibility of predicting procedural needs based on…

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

Measuring presence is critical to improving user involvement and performance in Mixed Reality (MR). \emph{Presence}, a crucial aspect of MR, is traditionally gauged using subjective questionnaires, leading to a lack of time-varying…

Human-Computer Interaction · Computer Science 2023-10-02 Yasra Chandio , Noman Bashir , Victoria Interrante , Fatima M. Anwar

We propose to meta-learn an a self-supervised patient trajectory forecast learning rule by meta-training on a meta-objective that directly optimizes the utility of the patient representation over the subsequent clinical outcome prediction.…

Machine Learning · Computer Science 2024-07-30 Yuan Xue , Nan Du , Anne Mottram , Martin Seneviratne , Andrew M. Dai

Generative Artificial Intelligence is set to revolutionize healthcare delivery by transforming traditional patient care into a more personalized, efficient, and proactive process. Chatbots, serving as interactive conversational models, will…

Clinical notes contain a large amount of clinically valuable information that is ignored in many clinical decision support systems due to the difficulty that comes with mining that information. Recent work has found success leveraging deep…

Machine Learning · Computer Science 2019-11-13 Justin R. Lovelace , Nathan C. Hurley , Adrian D. Haimovich , Bobak J. Mortazavi

Medical systems in general, and patient treatment decisions and outcomes in particular, are affected by bias based on gender and other demographic elements. As language models are increasingly applied to medicine, there is a growing…

Computation and Language · Computer Science 2021-03-11 Joshua R. Minot , Nicholas Cheney , Marc Maier , Danne C. Elbers , Christopher M. Danforth , Peter Sheridan Dodds

As hospitals move towards automating and integrating their computing systems, more fine-grained hospital operations data are becoming available. These data include hospital architectural drawings, logs of interactions between patients and…

Machine Learning · Computer Science 2023-03-22 Hankyu Jang , Sulyun Lee , D. M. Hasibul Hasan , Philip M. Polgreen , Sriram V. Pemmaraju , Bijaya Adhikari

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

Stroke is a significant cause of mortality and morbidity, necessitating early predictive strategies to minimize risks. Traditional methods for evaluating patients, such as Acute Physiology and Chronic Health Evaluation (APACHE II, IV) and…

Machine Learning · Computer Science 2023-08-11 Qizhang Feng , Jiayi Yuan , Forhan Bin Emdad , Karim Hanna , Xia Hu , Zhe He

With the increasing availability of patient data, modern medicine is shifting towards prospective healthcare. Electronic health records offer a variety of information useful for clinical patient characterization and the development of…

Machine Learning · Computer Science 2025-05-27 Fabio Azzalini , Tommaso Dolci , Marco Vagaggini

Recently natural language processing (NLP) tools have been developed to identify and extract salient risk indicators in electronic health records (EHRs). Sentiment analysis, although widely used in non-medical areas for improving decision…

Computation and Language · Computer Science 2019-04-09 Eben Holderness , Philip Cawkwell , Kirsten Bolton , James Pustejovsky , Mei-Hua Hall

With the increasing importance of remote healthcare monitoring in the healthcare industry, it is essential to evaluate the usefulness and the ease of use the technology brings in remote healthcare. With this research, we want to understand…

Computers and Society · Computer Science 2024-03-19 Avnish Singh Jat , Tor-Morten Grønli , George Ghinea

Enhancing user engagement through interactions plays an essential role in socially-driven dialogues. While prior works have optimized models to reason over relevant knowledge or plan a dialogue act flow, the relationship between user…

Computation and Language · Computer Science 2025-06-27 Jiashuo Wang , Kaitao Song , Chunpu Xu , Changhe Song , Yang Xiao , Dongsheng Li , Lili Qiu , Wenjie Li

Interactive Health (IH) research increasingly engages patients through participatory and user-centred approaches. However, patients' lived experiences are typically treated more as data to be analysed than as knowledge in their own right.…

Human-Computer Interaction · Computer Science 2026-04-03 Yuhao Sun

The Managed Care system within Medicaid (US Healthcare) uses Request For Proposals (RFP) to award contracts for various healthcare and related services. RFP responses are very detailed documents (hundreds of pages) submitted by competing…

Computation and Language · Computer Science 2022-06-01 Subhadip Maji , Anudeep Srivatsav Appe , Raghav Bali , Veera Raghavendra Chikka , Arijit Ghosh Chowdhury , Vamsi M Bhandaru