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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Yanxin Liu

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Open access Jul 2026

Construction and validation of a tracheostomy prediction model in mechanically ventilated stroke patients and the impact of early versus late tracheostomy on clinical outcomes: an IPTW-based analysis

Background This study aimed to develop and validate a predictive model for tracheostomy in mechanically ventilated stroke patients and to investigate the impact of early and late tracheostomy on in-hospital outcomes. Methods A total of 508 mechanically ventilated stroke patients who were admitted to a tertiary hospital...

Miaoxinhui Shao, Wenjie Pan, Yanxin Liu et al. · 0 citations

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