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. 2023 Feb 16;25:e42717. doi: 10.2196/42717

Table 4.

Calibration of the prediction probability of the deep learning–based model using internal and external test data sets. P values were calculated with the Spiegelhalter z test; significant values indicate inappropriate calibration. Probability 1 and probability 2 were the prediction values of the deep learning–based model without and with symptom probability, respectively.

Data set and outcome P value (Spiegelhalter z test)
Internal test set (n=75)

Hospital length of stay ≤2 weeks


Probability 1 .72


Probability 2 .57

Oxygen supplementation


Probability 1 .91


Probability 2 .80

Development of acute respiratory distress syndrome


Probability 1 .002


Probability 2 .81
External test set (n=467)

Hospital length of stay ≤2 weeks


Probability 1 <.001


Probability 2 <.001

Oxygen supplementation


Probability 1 <.001


Probability 2 <.001

Development of acute respiratory distress syndrome


Probability 1 .08


Probability 2 .86