Table 10 Test results of Chinese ministry of ecology and environment’s 2021–2022 environmental penalty record.

From: Machine learning detection of manipulative environmental disclosures in corporate reports

Metric

Cross-Validation (2011–2020)

External Validation (2021–2022)

Accuracy

99.32%

94.17%

Precision

97.00%

89.45%

Recall

99.00%

91.20%

F1-Score

99.00%

90.30%

AUC

0.7809

0.7214