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

Table 5.

Performance characteristics by categories of determinants used

Combination AUC CA F1 Score Precision Recall
Demographic1 (age, gender, language) 0.74 0.75 0.72 0.72 0.75
Demographic1+Traumas 0.77 0.76 0.74 0.74 0.76
Demographics2 (age; gender, language; education; employment) 0.77 0.76 0.74 0.74 0.76
Demographics2 Lifestyle (exercise, sleep, socialising) 0.82 0.79 0.78 0.78 0.79
Demographics2+Lifestyle + Traumas 0.82 0.80 0.78 0.78 0.80
Demographics2+Lifestyle + Traumas+Medical Conditions 0.83 0.80 0.78 0.78 0.80
Demographics2+Lifestyle + Traumas+Medical Conditions+Substance Use 0.83 0.80 0.79 0.79 0.80
Lifestyle 0.72 0.75 0.71 0.72 0.75
Lifestyle+Traumas 0.75 0.76 0.73 0.74 0.76
Lifestyle+Number of Traumas 0.73 0.75 0.71 0.73 0.75
Lifestyle+Number of Traumas+Traumas 0.75 0.76 0.73 0.74 0.76
Traumas 0.65 0.74 0.68 0.71 0.74
Traumas+Lifestyle (exercise) 0.69 0.75 0.69 0.72 0.75
Traumas+Lifestyle (exercise+sleep) 0.73 0.76 0.72 0.73 0.76
Traumas+Lifestyle (exercise+sleep + socialising) 0.75 0.76 0.73 0.74 0.76

AUC, area under the ROC curve; CA, classification accuracy.