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Perceptions of care and family support from patients and family caregivers during the COVID-19 pandemic: a phenomenological study in Spain.
BMC Nurs
January 2025
Department of Nursing and Physiotherapy, University of the Balearic Islands, Palma, Balearic Islands, Spain.
Background: Since the declaration of the COVID-19 pandemic in March 2020 and throughout the health crisis, health authorities recommended restriction measures to minimize the risk of contagion and avoid the collapse of health centers. The restrictive health and safety measures conditioned the way in which patients were cared for, as well as their social and family life. The purpose of the study was to explore patients and caregivers' perception of family care and support during hospitalization in the context of the COVID-19 pandemic in a Manacor hospital.
View Article and Find Full Text PDFLow-resource MobileBERT for emotion recognition in imbalanced text datasets mitigating challenges with limited resources.
PLoS One
January 2025
Department of Computer Science, GC Women University Sialkot, Sialkot, Pakistan.
Modern dialogue systems rely on emotion recognition in conversation (ERC) as a core element enabling empathetic and human-like interactions. However, the weak correlation between emotions and semantics poses significant challenges to emotion recognition in dialogue. Semantically similar utterances can express different types of emotions, depending on the context or speaker.
View Article and Find Full Text PDFRevolutionizing dental research in the Pacific Islands: the Pacific Islands dental research framework.
Front Oral Health
January 2025
School of Dentistry and Oral Health, College of Medicine, Nursing and Health Sciences, Fiji National University, Suva, Fiji.
Traditional dental research paradigms often lack relevance in marginalized cultural contexts due to inherent biases and misalignment with local values. For Pacific Islanders, this issue is pronounced, as they face serious oral health challenges while remaining underrepresented in scientific discourse. In response, the authors developed the Pacific Islands Dental Research Framework (PIDRF), a culturally informed, community-driven model that directly addresses these limitations in conventional Western approaches.
View Article and Find Full Text PDFBackground: Burnout, disengagement, and turnover among clinicians is a major challenge for the US health care industry. Research has shown that higher direct supervisor leadership scores correlate with decreased provider burnout and increased professional fulfillment. Safety-net health systems such as Federally Qualified Health Centers (FQHCs) face increased challenges due to limited financial resources, more complex social determinants of health among patients, and often fewer physician leaders who can serve as mentors compared to large, integrated health systems.
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