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. 2025 Aug 21;16:1651896. doi: 10.3389/fpsyg.2025.1651896

Table 2.

Publication bias test results.

Influencing factors K N Fail-safe N Egger’s test
Nfs Z-value p-value Egger’s intercept SE p
Education level 37 17,71,854 1,029 56.792 p < 0.001 9.640 6.789 0.164
Higher education participation 12 5,15,979 7,802 98.859 p < 0.001 −28.333 9.456 0.130
Lifelong learning engagement 10 30,299 2,948 46.268 p < 0.001 −7.753 2.844 0.433

*p < 0.05, **p < 0.01, ***p < 0.001. K = number of studies; N = total sample size; Nfs = fail-safe N; SE = standard error; Egger’s intercept = regression-based intercept used in publication bias test.