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Application of the CatBoost model. (A) Receiver operating characteristic curves of different models in the prospective validation set. (B) An example of the web-based tool. (C) The prediction results of the CatBoost model and the top 10 important features were summarized. A green bar indicates a protective factor while a red bar represents a risk factor. The bar length corresponds to the magnitude of protection or risk.
