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Table 1.

Specific financial indicators of non-listed agricultural companies.

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Table 1 Expand

Fig 1.

Scatter plot of EDF, DD, and asset value volatility.

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Fig 1 Expand

Table 2.

Descriptive statistics of EDF(%) corresponding to rating intervals for agricultural enterprises.

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Table 2 Expand

Table 3.

Statistical table of evaluation indicators for each model.

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Table 3 Expand

Fig 2.

Comparison of CNN-BiLSTM predicted results with actual EDFs.

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Fig 2 Expand

Fig 3.

Comparison of evaluation metrics for number of hidden layer neurons in the LSTM model.

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Fig 3 Expand

Table 4.

Comparison of error effects with different numbers of hidden layer neurons in the CNN-BiLSTM model.

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Table 4 Expand

Table 5.

Comparison of error effects for different training epochs in CNN-BiLSTM model.

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Table 5 Expand

Fig 4.

Predicted EDF for non-listed agricultural enterprises.

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Fig 4 Expand

Table 6.

Number of credit ratings for non-listed agricultural enterprises.

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Table 6 Expand