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Dynamic evaluation system for improving hospital outsourcing service performance: a G1-Critic and LSTM+Dropout approach | Synapse
March 3, 2026
Open Access
Dynamic evaluation system for improving hospital outsourcing service performance: a G1-Critic and LSTM+Dropout approach
XZ
Xiao Zhong
LX
Li-Hua Xiao
YZ
Yue-Ming Zhong
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Key Points
Service performance evaluation improves with a dynamic evaluation system, enhancing decision-making in hospitals.
Using LSTM and dropout methods led to a notable increase in data analysis accuracy by 20%.
Assessment involves a G1-Critic approach for optimizing outsourcing services across various healthcare settings.
Highlights the need for innovative models in hospital management to support service delivery improvements.
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Zhong et al. (Tue,) studied this question.
synapsesocial.com/papers/69a75af4c6e9836116a21753
https://doi.org/https://doi.org/10.1186/s12913-026-14090-4
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