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

Table 3.

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

Sociodemographic groups Recall Specificity Accuracy AUCa Differenceb P value
Sex 22.74 <.001

Male 7.14 99.60 99.17 82.42


Female 29.63 99.35 98.83 87.30

Marital status 3.07 <.001

Never been married 23.53 99.25 98.80 82.83


Other groups of marital status 20.83 99.62 99.12 87.61

Working condition 14.40 <.001

Working ≥35 hours 11.11 99.77 99.47 92.97


Other groups of working condition 25.00 99.26 98.65 81.93

Race 28.08 <.001

White 27.59 99.55 99.07 99.07


Black 0.00 99.06 98.60 98.60

Income 29.93 <.001

An income of <US $20,000 0.00 98.70 97.72 84.90


Other groups of income 29.03 99.60 99.21 85.22

aAUC: area under the curve.

bDifference between recall and specificity values.