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Table 5 The classification results of the four models on hypertension and psychiatric diseases

From: Analysis of disease comorbidity patterns in a large-scale China population

ModelHypertensionPsychiatric diseases
PrecisionRecallF1-scorePrecisionRecallF1-score
LR0.6193 ± 0.01400.6837 ± 0.01830.6498 ± 0.01270.6478 ± 0.01970.6900 ± 0.01940.6681 ± 0.0178
SVM0.6038 ± 0.01680.7199 ± 0.01520.6567 ± 0.01380.6334 ± 0.02070.7041 ± 0.01920.6668 ± 0.0179
RF0.6034 ± 0.02390.7534 ± 0.03730.6689 ± 0.00590.6386 ± 0.02930.7358 ± 0.07740.6802 ± 0.0297
NN0.5919 ± 0.01510.6166 ± 0.01180.6038 ± 0.00840.6306 ± 0.02250.6534 ± 0.02750.6415 ± 0.0219
  1. The highest values of the related measures are showed in bold values