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. 2024 Mar 15;14(3):e075095. doi: 10.1136/bmjopen-2023-075095

Figure 3.

Figure 3

Top 20 factors ranked in order of importance for model performance for (A) XGBoost classification using all data, (B) XGBoost regression using all data, (C) XGBoost classification using the 18–24 yeas age group only, (D) XGBoost classification using the 45–54 years age group only. Factor importance is computed as the normalised sum of the contributions to squared error reduction.