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Enhanced brain tumor detection and segmentation using densely connected convolutional networks with stacking ensemble learning.

Comput Biol Med

January 2025

Emerging Technologies Research Lab (ETRL), College of Computer Science and Information Systems, Najran University, Najran, 61441, Saudi Arabia; Department of Computer Science, College of Computer Science and Information Systems, Najran University, Najran, 61441, Saudi Arabia. Electronic address:

- Brain tumors (BT), both benign and malignant, pose a substantial impact on human health and need precise and early detection for successful treatment. Analysing magnetic resonance imaging (MRI) image is a common method for BT diagnosis and segmentation, yet misdiagnoses yield effective medical responses, impacting patient survival rates. Recent technological advancements have popularized deep learning-based medical image analysis, leveraging transfer learning to reuse pre-trained models for various applications.

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Background: Patient satisfaction is an essential indicator used for measuring the quality of health care delivered to a patient and contributes to strategies for the improvement of healthcare delivery. This study assessed patients' satisfaction with the quality of care at the National Health Insurance Authority (NHIA) clinic in a tertiary health facility.

Methods: The study was a descriptive cross-sectional design with 320 respondents who completed a semi-structured questionnaire.

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Implementation of the I-DECIDED tool for PIVC assessment and decision making: discussion paper.

Br J Nurs

January 2025

Postgraduate Program in Nursing, Nursing Department, Health Sciences Centre, Universidade Federal de Santa Catarina, Florianopolis, Brazil.

Highlights: PIVCs often cause pain, irritation, or infection. Regular and careful catheter checks can decrease complications and improve patient outcomes. Implementation of the I-DECIDED® tool led to fewer idle catheters and complications.

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Background: Incidence of peripheral venous cannula (PVC) bacteraemia have been rising in a trust in the south-west of England, with a 267% increase noted over the 2022/23 financial year compared with the previous year.

Aim: To use a multimodal approach to reduce the incidence of PVC bacteraemia and improve patient safety.

Methods: The initiative consisted of an educational poster highlighting the severity of infection associated with PVCs alongside key prevention messages rooted in Trust policy.

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A randomized control trial to compare Quiet Eye training efficacy to traditional technical training with undergraduate student nurses' peripheral intravenous cannulation performance: a protocol.

Br J Nurs

January 2025

Department of Psychology, Faculty of Arts, University of Calgary, Alberta, Canada; Community Health Sciences, Faculty of Medicine, University of Calgary, Alberta, Canada; Ward of the 21st Century, Cumming School of Medicine, University of Calgary, Alberta, Canada.

Introduction: Peripheral intravenous cannulation (PIVC) is a common and complex procedure with low first-attempt success rates, causing patient suffering and increased healthcare costs. Quiet Eye (QE) training, a gaze-focused approach, has shown promise in improving procedural PIVC skills. We will examine the effectiveness of traditional technical training (TT) and QE training (QET) on student nurse PIVC performance.

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