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- research-articleFebruary 2025
Human intention recognition for trauma resuscitation: An interpretable deep learning approach for medical process data
- Keyi Li,
- Mary S. Kim,
- Wenjin Zhang,
- Sen Yang,
- Genevieve J. Sippel,
- Aleksandra Sarcevic,
- Randall S. Burd,
- Ivan Marsic
Journal of Biomedical Informatics (JOBI), Volume 161, Issue Chttps://doi.org/10.1016/j.jbi.2024.104767Graphical abstractDisplay Omitted
Abstract ObjectiveTrauma resuscitation is the initial evaluation and management of injured patients in the emergency department. This time-critical process requires the simultaneous pursuit of multiple resuscitation goals. Recognizing whether the ...
- research-articleDecember 2024
How to identify patient perception of AI voice robots in the follow-up scenario? A multimodal identity perception method based on deep learning
Journal of Biomedical Informatics (JOBI), Volume 160, Issue Chttps://doi.org/10.1016/j.jbi.2024.104757Graphical abstractDisplay Omitted
Abstract ObjectivesPost-discharge follow-up stands as a critical component of post-diagnosis management, and the constraints of healthcare resources impede comprehensive manual follow-up. However, patients are less cooperative with AI follow-up calls or ...
- research-articleDecember 2024
Importance of variables from different time frames for predicting self-harm using health system data
- Charles J. Wolock,
- Brian D. Williamson,
- Susan M. Shortreed,
- Gregory E. Simon,
- Karen J. Coleman,
- Rodney Yeargans,
- Brian K. Ahmedani,
- Yihe Daida,
- Frances L. Lynch,
- Rebecca C. Rossom,
- Rebecca A. Ziebell,
- Maricela Cruz,
- Robert D. Wellman,
- R. Yates Coley
Journal of Biomedical Informatics (JOBI), Volume 160, Issue Chttps://doi.org/10.1016/j.jbi.2024.104750Abstract Objective:Self-harm risk prediction models developed using health system data (electronic health records and insurance claims information) often use patient information from up to several years prior to the index visit when the prediction is ...
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- rapid-communicationNovember 2024
Adapting the open-source Gen3 platform and kubernetes for the NIH HEAL IMPOWR and MIRHIQL clinical trial data commons: Customization, cloud transition, and optimization
Journal of Biomedical Informatics (JOBI), Volume 159, Issue Chttps://doi.org/10.1016/j.jbi.2024.104749Graphical abstractDisplay Omitted
Abstract ObjectiveThis study aims to provide the decision-making framework, strategies, and software used to successfully deploy the first combined chronic pain and opioid use data clinical trial data commons using the Gen3 platform.
Materials and ... - rapid-communicationNovember 2024
A mother-child data linkage approach using data from the information system for the development of research in primary care (SIDIAP) in Catalonia
Journal of Biomedical Informatics (JOBI), Volume 159, Issue Chttps://doi.org/10.1016/j.jbi.2024.104747Graphical abstractDisplay Omitted
Abstract BackgroundLarge-scale clinical databases containing routinely collected electronic health records (EHRs) data are a valuable source of information for research studies. For example, they can be used in pharmacoepidemiology studies to evaluate ...
- editorialOctober 2024
- research-articleSeptember 2024
Desiderata for discoverability and FAIR adoption of health data hubs
- Celia Alvarez-Romero,
- Máximo Bernabeu-Wittel,
- Carlos Luis Parra-Calderón,
- Silvia Rodríguez Mejías,
- Alicia Martínez-García
Journal of Biomedical Informatics (JOBI), Volume 157, Issue Chttps://doi.org/10.1016/j.jbi.2024.104700Graphical abstractDisplay Omitted
Abstract BackgroundThe future European Health Research and Innovation Cloud (HRIC), as fundamental part of the European Health Data Space (EHDS), will promote the secondary use of data and the capabilities to push the boundaries of health research within ...
- rapid-communicationSeptember 2024
Recommendations to promote fairness and inclusion in biomedical AI research and clinical use
Journal of Biomedical Informatics (JOBI), Volume 157, Issue Chttps://doi.org/10.1016/j.jbi.2024.104693Graphical abstractDisplay Omitted
Abstract ObjectiveUnderstanding and quantifying biases when designing and implementing actionable approaches to increase fairness and inclusion is critical for artificial intelligence (AI) in biomedical applications.
MethodsIn this Special ...
- rapid-communicationSeptember 2024
A visual approach to facilitating conversations about supportive care options in the context of cognitive impairment
Journal of Biomedical Informatics (JOBI), Volume 157, Issue Chttps://doi.org/10.1016/j.jbi.2024.104691Graphical abstractDisplay Omitted
Abstract BackgroundPersons with cognitive impairment may experience difficulties with language and cognition that interfere with their ability to communicate about health-related decision making.
ObjectiveWe developed a visual elicitation technique to ...
- research-articleSeptember 2024
Assessing inclusion and representativeness on digital platforms for health education: Evidence from YouTube
Journal of Biomedical Informatics (JOBI), Volume 157, Issue Chttps://doi.org/10.1016/j.jbi.2024.104669Graphical abstractDisplay Omitted
Abstract BackgroundStudies confirm that significant biases exist in online recommendation platforms, exacerbating pre-existing disparities and leading to less-than-optimal outcomes for underrepresented demographics. We study issues of bias in inclusion ...
- research-articleAugust 2024
Implementation and evaluation of a system for assessment of the quality of long-term management of patients at a geriatric hospital
Journal of Biomedical Informatics (JOBI), Volume 156, Issue Chttps://doi.org/10.1016/j.jbi.2024.104686Graphical abstractA schematic representation of the Quality Assessment process using Quality-Assessment Temporal Patterns (QATPs). The process begins with (1) Guideline Acquisition, in which domain experts collaborate to reach a consensus, which is then ...
Abstract BackgroundThe increasing aging population presents a significant challenge, accompanied by a shortage of professional caregivers, adding to the therapeutic burden. Clinical decision support systems, utilizing computerized clinical guidelines, ...
- rapid-communicationAugust 2024
Assessing racial bias in healthcare predictive models: Practical lessons from an empirical evaluation of 30-day hospital readmission models
Journal of Biomedical Informatics (JOBI), Volume 156, Issue Chttps://doi.org/10.1016/j.jbi.2024.104683Graphical abstractDisplay Omitted
Abstract ObjectiveDespite increased availability of methodologies to identify algorithmic bias, the operationalization of bias evaluation for healthcare predictive models is still limited. Therefore, this study proposes a process for bias evaluation ...
- research-articleAugust 2024
Assessing fairness in machine learning models: A study of racial bias using matched counterparts in mortality prediction for patients with chronic diseases
Journal of Biomedical Informatics (JOBI), Volume 156, Issue Chttps://doi.org/10.1016/j.jbi.2024.104677Graphical abstractDisplay Omitted
Abstract ObjectiveExisting approaches to fairness evaluation often overlook systematic differences in the social determinants of health, like demographics and socioeconomics, among comparison groups, potentially leading to inaccurate or even ...
- research-articleAugust 2024
Toward the European Health Data Space: The IMPaCT-Data secure infrastructure for EHR-based precision medicine research
Journal of Biomedical Informatics (JOBI), Volume 156, Issue Chttps://doi.org/10.1016/j.jbi.2024.104670Abstract Background:Art. 50 of the proposal for a Regulation on the European Health Data Space (EHDS) states that “health data access bodies shall provide access to electronic health data only through a secure processing environment, with technical and ...
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- rapid-communicationAugust 2024
Promoting equity in clinical research: The role of social determinants of health
Journal of Biomedical Informatics (JOBI), Volume 156, Issue Chttps://doi.org/10.1016/j.jbi.2024.104663Graphical abstractDisplay Omitted
Abstract ObjectiveThis study aims to investigate the association between social determinants of health (SDoH) and clinical research recruitment outcomes and recommends evidence-based strategies to enhance equity.
Materials and MethodsData were ...