XGBoost model performance metrics and SHAP-based feature importance analysis.

<p><b>(a)</b> Receiver operating characteristic (ROC) curves showing model discrimination ability across different datasets, with corresponding area under the curve (AUC) values. Results are derived from the optimal hyperparameters identified through 5-fold cross-validation. The di...

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Wedi'i Gadw mewn:

Manylion Llyfryddiaeth
Prif Awdur:	Pikkanet Suttirat (13567965) (author)
Awduron Eraill:	Sudarat Chadsuthi (3738406) (author), Charin Modchang (3738409) (author), Joacim Rocklöv (296647) (author)
Cyhoeddwyd:	2025
Pynciau:	Ecology Science Policy Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified shapley additive explanation median incidence rate 878 &# 8211 861 &# 8211 2020 &# 8211 low risk based specific climatic variables model &# 8217 predicting leptospirosis risk model performance declined leptospirosis risk predictive performance integrating climatic testing periods targeted interventions study develops study demonstrates strongest predictors provincial level potential underreporting machine learning household size driving outbreaks complex mix complex interplay classify provinces agricultural features
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XGBoost model performance metrics and SHAP-based feature importance analysis.

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