Article
Computer Science, Interdisciplinary Applications
Shirou Manabe, Toshihiro Takeda, Atsushi Hattori, Masashi Yamamoto, Yoshie Shimai, Yoshiki Namiuchi, Junji Yamaguchi, Tomomi Yamada, Shozo Konishi, Yasushi Matsumura
Summary: Establishing a network infrastructure for clinical research between Osaka University Hospital and affiliated hospitals in Osaka, as well as introducing a clinical data collection system, solved the integration issue of electronic medical records and clinical data. This network infrastructure can also serve as a medical image collection system, and a total of 28 clinical studies have been conducted using this system since 2013.
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE
(2021)
Article
Multidisciplinary Sciences
Marlene Chakhtoura, Elsa Karam, Elie A. Akl, Rola El Rassi, Gladys Honein-AbouHaidar
Summary: This study aimed to assess the current research fellowship program at a medical center and seek suggestions for a formal training program based on the views of research fellows and their mentors. The findings showed that the current program lacks structure and formalization, and the participants proposed measures to improve the recruitment process and provide exposure to all aspects of research.
Article
Biochemical Research Methods
William La Cava, Heather Williams, Weixuan Fu, Steve Vitale, Durga Srivatsan, Jason H. Moore
Summary: The study introduces a web-based AI platform for automating biomedical data science, aiming to simplify the construction of sophisticated models and provide an automated AI agent for experiment recommendations. Results show that matrix factorization-based recommendation systems outperform metalearning methods, and the proposed AI is competitive in selecting optimal algorithm configurations. In the application to septic shock prediction, the AI-driven analysis produces a competent ML model that performs similarly to state-of-the-art deep learning results with less computational effort.
Article
Computer Science, Information Systems
Jen Bichel-Findlay, Sabine Koch, John Mantas, Shabbir S. Abdul, Najeeb Al-Shorbaji, Elske Ammenwerth, Analia Baum, Elizabeth M. Borycki, George Demiris, Arie Hasman, William Hersh, Evelyn Hovenga, Ursula H. Huebner, Elaine S. Huesing, Andre Kushniruk, Kye Hwa Lee, Christoph U. Lehmann, Svein-Ivar Lillehaug, Heimar F. Marin, Michael Marschollek, Fernando Martin-Sanchez, Mark Merolli, Aurore Nishimwe, Kaija Saranto, Danielle Sent, Aviv Shachak, Jai Ganesh Udayasankaran, Martin C. Were, Graham Wright
Summary: The International Medical Informatics Association (IMIA) has published recommendations for biomedical and health informatics (BMHI) education to support educators, identify essential skills, provide an evaluation tool, and encourage the establishment and development of BMHI educational programs. IMIA's taskforce updated the recommendations, which cover various domains, programs, and levels of education in BMHI. Accreditation and information exchange on BMHI programs and courses are also provided.
INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS
(2023)
Article
Health Care Sciences & Services
Joshua Rolnick, Robin Ward, Gordon Tait, Neha Patel
Summary: This study investigated early adoption of Apple Health Records (AHR) among patients in the University of Pennsylvania Health System (UPHS) and explored user perspectives. The findings revealed that early adopters of AHR were primarily middle-aged, male, and privately insured individuals, with convenience being a significant facilitator.
JOURNAL OF MEDICAL INTERNET RESEARCH
(2022)
Article
Health Care Sciences & Services
Markus Wolfien, Najia Ahmadi, Kai Fitzer, Sophia Grummt, Kilian-Ludwig Heine, Ian -C Jung, Dagmar Krefting, Andreas Kuehn, Yuan Peng, Ines Reinecke, Julia Scheel, Tobias Schmidt, Paul Schmuecker, Christina Schuettler, Dagmar Waltemath, Michele Zoch, Martin Sedlmayr
Summary: The field of medical informatics research has made significant contributions to facilitate the development of clinical data. However, the complexity of relationships, terminologies, and implementations can be barriers for those who want to get involved. This paper presents 10 important topics in medical informatics research, focusing on interdisciplinary communication and lowering the barriers to entry. These topics cover current issues and research gaps in the field, and provide guidance and further resources. The paper also discusses the integration of these topics in higher education curriculum.
JOURNAL OF MEDICAL INTERNET RESEARCH
(2023)
Article
Medicine, General & Internal
Hui-Chun Li, Yu-Wen Chen, Tzeng-Ji Chen, Shih-Hwa Chiou, Shinn-Jang Hwang
Summary: A study in a large academic medical center in Taiwan examined the use of medical record items in clinical research. Among articles published in 2018, over one-third utilized medical records, with limited patient numbers and record items used. In the era of digitalization and big data analytics, the potential of medical records in research deserves attention.
JOURNAL OF THE CHINESE MEDICAL ASSOCIATION
(2021)
Article
Neurosciences
Yanbu Wang, Linqing Liu, Chao Wang
Summary: This literature review focuses on the latest deep learning solutions for medical and healthcare prediction systems, with a specific emphasis on applications in the medical domain. The study categorizes the cutting-edge deep learning approaches and explores their underlying principles, merits, limitations, methodologies, simulation environments, and datasets. The review highlights the forefront advancements in deep learning techniques and their practical applications in medical prediction systems, while addressing the challenges hindering widespread implementation in medical image segmentation. The evaluation metrics employed encompass a broad spectrum of features.
FRONTIERS IN NEUROSCIENCE
(2023)
Review
Computer Science, Information Systems
Jung Yin Tsang, Niels Peek, Iain Buchan, Sabine N. van der Veer, Benjamin Brown
Summary: This study systematically reviewed the literature on computerized audit and feedback systems in healthcare, comparing them against best practices and generating hypotheses on their impact. The results indicate that these systems have a positive impact on care quality and patient outcomes, but some systems still lack basic recommended features.
JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION
(2022)
Article
Computer Science, Information Systems
Nawaf Alharbe, Abeer Aljohani, Mohamed Ali Rakrouki
Summary: Cloud computing has gained extensive attention due to its convenience and ubiquity. However, security issues, particularly related to multi-tenancy and virtualization, pose obstacles to its development. This paper proposes a data partitioning method to prevent privacy leakage in a multi-tenant scenario, specifically in protecting patient data in health informatics. Experimental results demonstrate the effectiveness of the proposed algorithm in fine-grained attribute partitioning and sensitive information protection.
Article
Computer Science, Artificial Intelligence
Qing Zhao, Dezhong Xu, Jianqiang Li, Linna Zhao, Faheem Akhtar Rajput
Summary: This paper proposes a knowledge-guided distant supervision model for biomedical relation extraction from Chinese electronic medical records. By employing entity-type alignment and knowledge-enhanced bootstrapping learning process, the model achieves the best performance on real-world dataset.
EXPERT SYSTEMS WITH APPLICATIONS
(2022)
Editorial Material
Multidisciplinary Sciences
Julia Gehrmann, Edit Herczog, Stefan Decker, Oya Beyan
Summary: Medical real-world data stored in clinical systems is valuable for medical research, but faces challenges in terms of technology and culture. Analyzing these challenges and proposing measures for improvement is crucial.
Article
Health Care Sciences & Services
Jonathan James Gale, Kameron Collin Black, Joshua David Calvano, Edwin Lauritz Fundingsland, Deborah Lai, Sara Silacci, Shuhan He
Summary: The study conducted a usability analysis of academic medical centers in the United States and found that technology scored the highest while content quality performed the worst. Recommendations included investing in optimal website performance, increasing content quality monitoring frequency, and utilizing search engine optimization to improve online visibility.
JOURNAL OF MEDICAL INTERNET RESEARCH
(2021)
Review
Geriatrics & Gerontology
Abir Abdellatif, Jacques Bouaud, Carmelo Lafuente-Lafuente, Joel Belmin, Brigitte Seroussi
Summary: The research literature on the outcomes of computerized decision support systems (CDSSs) implemented in nursing homes shows potential benefits in improving clinical and process outcomes. However, the majority of the studies reviewed were observational, highlighting the need for high-quality studies to investigate the effects and limitations of CDSSs in nursing homes.
JOURNAL OF THE AMERICAN MEDICAL DIRECTORS ASSOCIATION
(2021)
Article
Public, Environmental & Occupational Health
Mohamed Adawee, Lauretta Ellsworth, Chaney Manarin
Summary: This article explains the experience of using electronic medical record reports for symptom surveillance and highlights the significant time decrease in data collection through the application of technology.
AMERICAN JOURNAL OF INFECTION CONTROL
(2022)