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Cancer treatment outcomes are influenced not only by clinical and demographic factors but also by the collaboration of healthcare teams. However, prior work has largely overlooked the potential role of human collaboration in shaping patient…

Social and Information Networks · Computer Science 2025-12-04 Hsiao-Ying Lu , Kwan-Liu Ma

Electronic health records (EHRs), which contain patients' medical histories, tend to be written in freely formatted (unstructured) text because they are complicated by their nature. Quickly understanding a patient's history is challenging…

Human-Computer Interaction · Computer Science 2023-06-27 Shuntaro Yada , Eiji Aramaki

Evaluating the clinical similarities between pairwise patients is a fundamental problem in healthcare informatics. A proper patient similarity measure enables various downstream applications, such as cohort study and treatment comparative…

Machine Learning · Statistics 2019-02-12 Zihao Zhu , Changchang Yin , Buyue Qian , Yu Cheng , Jishang Wei , Fei Wang

Electronic Health Records (EHRs) contain a large volume of heterogeneous patient data, which are useful at the point of care and for retrospective research. These data are typically stored in relational databases. Gaining an integrated view…

Computers and Society · Computer Science 2018-06-04 Dina Levy-Lambert , Jen J. Gong , Tristan Naumann , Tom J. Pollard , John V. Guttag

Making decisions about what clinical tasks to prepare for is multi-factored, and especially challenging in intensive care environments where resources must be balanced with patient needs. Electronic health records (EHRs) are a rich data…

Human-Computer Interaction · Computer Science 2018-10-16 Marzyeh Ghassemi , Mahima Pushkarna , James Wexler , Jesse Johnson , Paul Varghese

When studying human-technology interaction systems, researchers thrive to achieve intuitiveness and facilitate the people's life through a thoughtful and in-depth study of several components of the application system that supports some…

Human-Computer Interaction · Computer Science 2018-12-05 Rui Portocarrero Sarmento , André Tarrinho , Pedro Câmara , Vera Costa

Electronic health records (EHRs) provide comprehensive patient data which could be better used to enhance informed decision-making, resource allocation, and coordinated care, thereby optimising healthcare delivery. However, in mental…

Electronic health records (EHRs) are longitudinal records of a patient's interactions with healthcare systems. A patient's EHR data is organized as a three-level hierarchy from top to bottom: patient journey - all the experiences of…

Machine Learning · Computer Science 2020-09-29 Xueping Peng , Guodong Long , Tao Shen , Sen Wang , Jing Jiang , Chengqi Zhang

Deep learning-based predictive models, leveraging Electronic Health Records (EHR), are receiving increasing attention in healthcare. An effective representation of a patient's EHR should hierarchically encompass both the temporal…

Machine Learning · Computer Science 2024-05-08 Jiayuan Chen , Changchang Yin , Yuanlong Wang , Ping Zhang

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

There is a growing trend of applying machine learning methods to medical datasets in order to predict patients' future status. Although some of these methods achieve high performance, challenges still exist in comparing and evaluating…

Medical Physics · Physics 2020-03-25 Yiran Li , Takanori Fujiwara , Yong K. Choi , Katherine K. Kim , Kwan-Liu Ma

Electronic health records (EHR) systematically represent patient data in digital form. However, text and visualization based EHR systems are poorly integrated in the hospital workflow due to their complex and rather non-intuitive access…

Human-Computer Interaction · Computer Science 2020-02-28 Dmitri Presnov , Julia Kurz , Judith Willkomm , Daniel Alt , Johannes Dillmann , Robert Zilke , Veit Braun , Cornelius Schubert , Andreas Kolb

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

Assessing care quality and performance is essential to improve healthcare processes and population health management. However, due to bad system design and lack of access to required data, this assessment is often delayed or not done at…

Computers and Society · Computer Science 2017-11-28 Douglas Teodoro , Nils Rotgans , Lucas Oliveira , Lilian Correia

The Project aims at improving the efficiency of hospitals and healthcare centres using Big Data Analytics to evaluate identified KPIs (Key Performance Indicators) of its various functions. The Dashboards designed using computer technology…

Computers and Society · Computer Science 2015-11-11 Prachi Kariya

Purpose: The purpose of this paper is to explore possible factors impacting team performance in healthcare, by focusing on information exchange within and across hospital's boundaries. Design/methodology/approach: Through a web-survey and…

Social and Information Networks · Computer Science 2021-05-27 F. Grippa , J. Bucuvalas , A. Booth , E. Alessandrini , A. Fronzetti Colladon , L. M. Wade

Machine learning for data-driven diagnosis has been actively studied in medicine to provide better healthcare. Supporting analysis of a patient cohort similar to a patient under treatment is a key task for clinicians to make decisions with…

Medical Physics · Physics 2020-03-25 Rongchen Guo , Takanori Fujiwara , Yiran Li , Kelly M. Lima , Soman Sen , Nam K. Tran , Kwan-Liu Ma

Purpose: This goal of this study was to evaluate the effects of a data-driven clinical productivity system that leverages Electronic Health Record (EHR) data to provide productivity decision support functionality in a real-world clinical…

Databases · Computer Science 2012-06-04 Casey C. Bennett

Visualization is a useful technology in health science, and especially for community network analysis. Because visualization applications in healthcare are typically risk-averse, health psychologists can play a significant role in ensuring…

Human-Computer Interaction · Computer Science 2020-10-02 Darren J. Edwards , Min Chen

We introduce "entanglement", a novel metric to measure how synchronized communication between team members is. This measure calculates the Euclidean distance among team members' social network metrics timeseries. We validate the metric with…

Social and Information Networks · Computer Science 2021-12-02 P. A. Gloor , M. P. Zylka , A. Fronzetti Colladon , M. Makai
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