2023
DOI: 10.3390/healthcare11152177
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Efficiency Improvement Strategies for Public Health Systems: Developing and Evaluating a Taxonomy in the Australian Healthcare System

James Kenneth Walters,
Anurag Sharma,
Reema Harrison

Abstract: Introduction: As demand for healthcare continues to grow, public health systems are increasingly required to drive efficiency improvement (EI) to address public service funding challenges. Despite this requirement, evidence of EI strategies that have been successful applied at the whole-of-system level is limited. This study reports the development, implementation and evaluation of a novel taxonomy of EI strategies used in public health systems to inform systemwide EI models. Materials and methods: The public … Show more

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Cited by 3 publications
(2 citation statements)
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“…Furthermore, the research investigates the precise functions and classifications of XAI techniques in the healthcare domain. The objective of XAI is to enhance the comprehensibility of AI decision-making for humans while simultaneously improving the performance, reliability, and manageability of AI systems [142], [143]. The paper explores various strategies in XAI, which involve evaluating the importance of features, offering explanations at both local and global scales, utilizing interpretable models like decision trees, and integrating attention mechanisms into neural networks.…”
Section: B Discussionmentioning
confidence: 99%
“…Furthermore, the research investigates the precise functions and classifications of XAI techniques in the healthcare domain. The objective of XAI is to enhance the comprehensibility of AI decision-making for humans while simultaneously improving the performance, reliability, and manageability of AI systems [142], [143]. The paper explores various strategies in XAI, which involve evaluating the importance of features, offering explanations at both local and global scales, utilizing interpretable models like decision trees, and integrating attention mechanisms into neural networks.…”
Section: B Discussionmentioning
confidence: 99%
“…There are several key strategies [34] that can be implemented to improve the efficiency of public health systems.…”
Section: -1-efficiency Improvement Of the Health Systemsmentioning
confidence: 99%