Anesthesia and analgesia
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Anesthesia and analgesia · Dec 2024
Comparative StudyComparative Analysis of Machine-Learning Model Performance in Image Analysis: The Impact of Dataset Diversity and Size.
This study presents an analysis of machine-learning model performance in image analysis, with a specific focus on videolaryngoscopy procedures. The research aimed to explore how dataset diversity and size affect the performance of machine-learning models, an issue vital to the advancement of clinical artificial intelligence tools. ⋯ Overall, this study emphasizes the critical role of dataset structure in the performance of machine-learning models in medical image analysis. It underscores the necessity of striking an optimal balance between dataset size and diversity, thereby illuminating the complexities inherent in data-driven machine-learning development.
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Anesthesia and analgesia · Dec 2024
Postoperative Sedation in General Care Wards: A Retrospective Cohort Study.
We hypothesized that deeper sedation in the postanesthesia care unit (PACU) increases the risk of subsequent sedation in general care wards (ward sedation) and that patients with ward sedation have more postoperative adverse events than those without ward sedation. ⋯ Among patients who met our criteria for PACU discharge, deeper sedation during anesthesia recovery was associated with an increased risk of ward sedation. Patients who had ward sedation had worse outcomes than those without ward sedation.
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Anesthesia and analgesia · Dec 2024
Curriculum Development for the South African Essential Steps in Managing Obstetric Emergencies (ESMOE) Anesthesiology Training Module: A Delphi Study.
The United Nations Sustainable Development Goal 3 (SDG3) for 2030 aims at <70 maternal deaths per 100,000 live births. South Africa (SA) falls short of this goal and most deaths occur in district and regional hospitals. Due to low anesthesiologist (specialist anesthetist) numbers in the public sector, the anesthetic workforce in these hospitals consists mainly of nonspecialist (general practitioner) junior doctors with limited supervision. The Essential Steps in Managing Obstetric Emergencies (ESMOE) training program for interns was introduced in 2008 to reduce maternal deaths in SA. Training is not consistently offered at all intern-training institutions and it has not been recently revised. This study sought expert suggestions to guide a revision of the regulation, pedagogy, and content of the ESMOE anesthetic module. ⋯ Attendance of the ESMOE anesthesia module should be mandatory. Its pedagogy should be updated to a blended learning style to benefit the current digital native intern generation. The content should be updated to address the main causes of maternal mortality in SA in line with SDG3. A national obstetric anesthesia guideline should be considered, and lea-dership and collaboration are required to improve the alignment of undergraduate, internship, and junior doctor anesthesia training in SA. The content, process, and stakeholder engagement suggestions in this study can assist short-course-based anesthesia workforce training in similar global contexts.