Publications by authors named "G Glass"

Introduction: Family members caring for a person living with dementia (PWD) can experience caregiver burden, leading to psychological distress if unmanaged. It's essential for healthcare professionals, especially nurses to identify caregivers at risk of stress and depression, triggering prompt management during their contact with caregivers of PWD. The study team developed an evidence-based caregiver burden-mastery hybrid assessment and intervention decision matrix (CHAT-MI) for caregivers of PWD and examined its feasibility of use.

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Background: Set against the backdrop of a rapidly ageing population and growing emphasis on the importance of ageing-in-place, family members often assume the role of a caregiver. Navigating through a complex healthcare system while simultaneously juggling the daily care needs of their care-recipients, caregivers often become worn out by the intense caregiver stress and burden, neglecting their own well-being. This translates to adverse health and economic outcomes such as prolonged hospital stays and increased nursing home placement of care-recipients.

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Article Synopsis
  • The study aimed to compare the accuracy of feed-forward neural networks (FFNN) and neural machine translation (NMT) models in estimating injury severity directly and indirectly using AIS codes.
  • Results indicated that indirect estimation via NMT was the most accurate method for predicting high injury severity (ISS ≥ 16), outperforming direct estimation approaches.
  • While training times were similar across all models, FFNN models demonstrated significantly faster testing times compared to NMT models.
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Background: Body contouring surgery removes excess skin and fat, often after massive weight loss. Some reports suggest that patients who have previously undergone obesity (bariatric) surgery are at excess risk of subsequent bleeding, possibly due to complex nutritional and metabolic sequelae of massive weight loss.

Methods: A retrospective cohort study of intraoperative blood loss and postoperative bleeding indicators were examined for patients who had undergone abdominoplasty.

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