Machine learning tools are increasingly used to improve the quality of care and the soundness of a treatment plan. Explainable AI (XAI) helps users in understanding the inner mechanisms of opaque machine learning models and is a driver of trust and adoption. Explanation methods for black-box models exist, but there is a lack of user studies on the interpretability of the provided explanations.
View Article and Find Full Text PDFBackground: Job satisfaction and retention of healthcare staff remains an ongoing issue in many health systems. Huddles have been endorsed as a mechanism to improve patient safety by improving teamwork, collaboration, and communication in teams.
Aim: This study aims to synthesises the literature to investigate the impact of huddles on job satisfaction, teamwork, and work engagement in multidisciplinary healthcare teams.
Int J Environ Res Public Health
October 2021
The widespread impact of COVID-19 on healthcare has demanded new ways of working across many organisation types and many forms of healthcare delivery while at the same time endeavouring to place minimal, or no, additional burden on already strained healthcare teams. This is a cross-sectional mixed-method study which captured the experiences of teamwork during the COVID-19 pandemic contributing to successful collaboration. We hypothesised that work engagement and psychological safety separately contribute to collective leadership and organisational citizenship behaviours.
View Article and Find Full Text PDFInt J Ment Health Syst
September 2021
Background: The mental health system in Indonesia comprises attempts to modernise a colonial relic. There is still a disconnect between available services and help-seeking behaviours at the grassroots level. This study aims to explore the perceptions of Javanese people on the aetiology of mental illness and their ideas on how to deal with individuals who may have mental illness.
View Article and Find Full Text PDFInt J Environ Res Public Health
November 2020
Traditional hierarchical leadership has been implicated in patient safety failings internationally. Given that healthcare is almost wholly delivered by multidisciplinary teams, there have been calls for a more collective and team-based approach to the sharing of leadership and responsibility for patient safety. Although encouraging a collective approach to accountability can improve the provision of high quality and safe care, there is a lack of knowledge of how to train teams to adopt collective leadership.
View Article and Find Full Text PDFIntroduction: Co-design involves stakeholders as design partners to ensure a better fit to user needs. Many benefits of involving stakeholders in design processes have been proposed; however, few studies have evaluated participants' experience of co-design in the development of educational interventions. As part of a larger study, health-care professionals, researchers and patients co-designed a collective leadership intervention for health-care teams.
View Article and Find Full Text PDFBackground: For a decade, experts have suggested integrating mental health care into primary care to help bridge mental health Treatment Gap. General Practitioners (GPs) are the first port-of-call for many patients with mental ill-health. In Indonesia, the WHO mhGAP is being systematically introduced to its network of 10,000 primary care clinics as an add-on mental health training for pairs of GPs and Nurses, since the end of 2015.
View Article and Find Full Text PDFIntroduction: Worldwide, there are between 50-67 million migrant domestic workers, the majority of whom are women. In many countries, provisions are not in place to protect female migrant domestic workers. These women may be at risk of occupational and social stressors, including exploitation and abuse, which may negatively impact on their quality of life, including psychological health.
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