Barely Significant

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As can be seen from Figs 6 and 7 , the overall stability of the LSTM series, RNN and GRU have a certain vibration, while the LSTM is relatively smooth, with a clear trend and no overfitting but with a certain time lag, indicating that the data collection affecting water level elements has a certain time lag, while KG and LLM can find more relevant influencing factors, improve the problem of time lag and improve the accuracy of prediction.
Credibility and quality of the evidence assessment The credibility of the evidence of each association will be assessed on the basis of the following criteria: (1) associations with the number of participants of more than 1000, the P value of < 1 × 10 − 6 , the 95% PIs excluding the null, the largest study indicating a nominally significant effect size, the I 2 statistic of < 50%, no evidence of small-study effects and excess significance biases will be classified as convincing evidence (class I); (2) associations with the number of participants of more than 1000, the P value of < 1 × 10 − 6 , and the I 2 statistic of < 50% will be cl