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. 2024 Aug 20;3:e55820. doi: 10.2196/55820

Table 4.

The performance metrics of the neural network model using Adam using the default threshold (50%).

Sociodemographic groups Recall Specificity Accuracy AUCa Differenceb P value
Sex 21.31 <.001

Male 57.14 97.69 97.50 97.49


Female 77.78 97.02 96.87 95.83

Marital status 10.40 <.001

Never been married 76.47 96.98 96.85 97.81


Other groups of marital status 66.67 97.58 97.39 95.71

Working condition 9.71 <.001

Working ≥35 hours 77.78 97.73 97.67 97.69


Other groups of working condition 68.75 97.05 96.82 95.82

Race 46.57 <.001

White 79.31 97.07 96.95 97.66


Black 33.33 97.66 97.36 94.33

Income 15.38 <.001

An income of <US $20,000 80.00 94.68 94.54 97.43


Other groups of income 67.74 97.80 97.63 96.42

aAUC: area under the curve.

bDifference between recall and specificity values.