A machine learning model to predict the risk factors causing feelings of burnout and emotional exhaustion amongst nursing staff in South Africa DOI Creative Commons
Maria van Zyl-Cillié, Jacoba H. Bührmann, Alwiena J. Blignaut

et al.

BMC Health Services Research, Journal Year: 2024, Volume and Issue: 24(1)

Published: Dec. 31, 2024

The demand for quality healthcare is rising worldwide, and nurses in South Africa are under pressure to provide care with limited resources. This demanding work environment leads burnout exhaustion among nurses. Understanding the specific factors leading these issues critical adequately supporting informing policymakers. Currently, little known about unique associated emotional Africa. Furthermore, whether can be predicted using demographic data alone unclear. Machine learning has recently been proven solve complex problems accurately predict outcomes medical settings. In this study, supervised machine models were developed identify that most strongly reporting feelings of experiencing exhaustion.

Language: Английский

A machine learning model to predict the risk factors causing feelings of burnout and emotional exhaustion amongst nursing staff in South Africa DOI Creative Commons
Maria van Zyl-Cillié, Jacoba H. Bührmann, Alwiena J. Blignaut

et al.

BMC Health Services Research, Journal Year: 2024, Volume and Issue: 24(1)

Published: Dec. 31, 2024

The demand for quality healthcare is rising worldwide, and nurses in South Africa are under pressure to provide care with limited resources. This demanding work environment leads burnout exhaustion among nurses. Understanding the specific factors leading these issues critical adequately supporting informing policymakers. Currently, little known about unique associated emotional Africa. Furthermore, whether can be predicted using demographic data alone unclear. Machine learning has recently been proven solve complex problems accurately predict outcomes medical settings. In this study, supervised machine models were developed identify that most strongly reporting feelings of experiencing exhaustion.

Language: Английский

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