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. 2023 Jul 21;13:11785. doi: 10.1038/s41598-023-38400-6

Table 4.

Forecasting results.

Climate overall Personal climate Economic climate Current climate Future climate
AR(2) 1.000*** 1.000*** 1.000*** 1.000*** 1.000**
AR(2) + sentiment 0.434* 0.484** 0.455 0.471* 0.426
AR(2) + SBS ERK 0.391 0.394 0.396 0.429 0.432
AR(2) + SBS ERK + sentiment 0.432* 0.489** 0.415 0.439 0.418
AR(2) + prevalence 0.410** 0.394 0.407 0.421 0.432
AR(2) + diversity 0.422 0.394 0.402 0.403 0.463
AR(2) + connectivity 0.394 0.394 0.396 0.403 0.432
BERT truncated 1.076*** 1.107*** 0.992** 1.134*** 1.089**
BERT chunk 1.104*** 1.131*** 1.060** 1.100*** 1.141**

Bold figures indicate the best forecasting models. Italic figures are those for which the Diebold-Mariano test rejects the null hypothesis of equal predictive accuracy with respect to the best forecasting model at a significance level of 0.1 (*), 0.05 (**), or 0.01 (***).