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.