An end-to-end multimodal AI system can accurately automate PRO assessment from natural patient conversations and provide clinically meaningful early warning for postoperative complications, with external validation confirming generalisability across cohorts.
Si-miao Lu, Yi Zhu, Yong-Tao Han et al.· Diseases of the esophagus· 0 citations
Surgical timing, particularly esophagectomy performed in February, is associated with inferior long-term survival in ESCC patients, and concurrent low burnout levels during this period suggest that reduced surgical volume and altered case selection during the holiday season, rather than staff fatigue, may underlie this...
Si-miao Lu, Yi Zhu, Yong-Tao Han et al.· Diseases of the esophagus· 0 citations
Standard preoperative variables are insufficient for individualized risk stratification of RLNP, anastomotic leak, or vocal cord palsy after esophagectomy, and improved prediction will require prospective integration of real-time intraoperative data.
Si-miao Lu, Yi Zhu, Yong-Tao Han et al.· Diseases of the esophagus· 0 citations
A multimodal early warning system integrating PROs, laboratory trajectories, and large language model-extracted clinical text features to enable real-time, automated complication surveillance substantially outperforms single-modality approaches for detecting postoperative complications after esophagectomy.
Si-miao Lu, Yi Zhu, Yong-tao Han et al.· Diseases of the esophagus· 0 citations
Postoperative CRP trajectory patterns are significantly associated with complication severity after esophagectomy, and the High-Persistent trajectory identifies a high-risk subgroup, and the D3/D1 ratio enables early risk stratification by POD 3.
Si-miao Lu, Yi Zhu, Yong-tao Han et al.· Diseases of the esophagus· 0 citations
The natural product compounds CNP0456830 and CNP0467494 exhibited the lowest binding free energies for both EGFR and PIK3CA, identifying them as the most promising dual-target inhibitors.
Si-miao Lu, Yi Zhu, Yong-Tao Han et al.· Diseases of the esophagus· 0 citations
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