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. 2025 Jul 1;15:20983. doi: 10.1038/s41598-025-03343-7

Table 2.

Random effects meta-analysis of association between childhood factors and orientation to promote good in adulthood (N = 202,898).

Estimated proportion of effects by threshold
Childhood factors Category β 95% CI SE  < −0.10  > 0.10 Heterogeneity (τ) I^2 Global p-value
Relationship with mother (Ref: Very bad/somewhat bad) 0.010*
Very good/somewhat good 0.13 (0.04,0.21) 0.04 0.05 0.64 0.13 52.9
Relationship with father (Ref: Very bad/somewhat bad)  < 0.001**
Very good/somewhat good 0.09 (0.03,0.15) 0.03 0.00 0.32 0.07 35.7
Parent marital status (Ref: Parents married)  < 0.001**
Divorced 0.01 (−0.06,0.09) 0.04 0.18 0.27 0.12 52.8
Single, never married −0.06 (−0.20,0.09) 0.08 0.41 0.32 0.30 85.7
One or both parents had died 0.01 (−0.10,0.13) 0.06 0.27 0.27 0.22 63.4
Financial status of family when growing up (Ref: Got by)  < 0.001**
Lived comfortably 0.13 (0.06,0.21) 0.04 0.05 0.59 0.17 87.7
Found it difficult 0.02 (−0.03,0.06) 0.02 0.00 0.14 0.06 32.5
Found it very difficult −0.04 (−0.15,0.07) 0.06 0.23 0.18 0.19 58.0
Experienced abuse (Ref: No)  < 0.001**
Yes −0.10 (−0.17,−0.03) 0.04 0.48 0.05 0.13 64.9
Felt like an outsider in the family (Ref: No) 0.068
Yes −0.11 (−0.15,−0.06) 0.02 0.64 0.00 0.02 2.4
Self-rated health when growing up (Ref: Good)  < 0.001**
Excellent 0.44 (0.27,0.61) 0.09 0.00 0.86 0.40 95.7
Very good 0.22 (0.13,0.30) 0.04 0.00 0.68 0.18 83.9
Fair −0.10 (−0.22,0.01) 0.06 0.55 0.18 0.23 80.5
Poor −0.05 (−0.19,0.09) 0.07 0.36 0.27 0.21 47.6
Immigration status (Ref: Born in this country)  < 0.001**
Born in another country −0.05 (−0.22,0.11) 0.09 0.55 0.32 0.32 84.4
Frequency of religious service attendance (age 12) (Ref: Never)  < 0.001**
At least 1/week 0.30 (0.21,0.39) 0.05 0.00 0.86 0.17 70.7
1–3/month 0.19 (0.09,0.29) 0.05 0.05 0.64 0.19 75.2
 < 1/month 0.07 (−0.01,0.14) 0.04 0.14 0.41 0.13 66.3
Year of birth  (Ref: 1998–2005; age 18–24)  < 0.001**
1993–1998; age 25–29 0.12 (0.04,0.20) 0.04 0.09 0.64 0.14 61.0
1983–1993; age 30–39 0.14 (0.06,0.23) 0.04 0.09 0.59 0.17 74.9
1973–1983; age 40–49 0.21 (0.09,0.33) 0.06 0.14 0.64 0.26 85.9
1963–1973; age 50–59 0.25 (0.11,0.39) 0.07 0.14 0.73 0.31 87.9
1953–1963; age 60–69 0.24 (0.04,0.44) 0.10 0.27 0.68 0.46 92.8
1943–1953; age 70–79 0.31 (0.07,0.56) 0.12 0.23 0.73 0.53 91.8
1943 or earlier; age 80 +  0.26 (−0.05,0.58) 0.16 0.32 0.55 0.66 88.8
Gender (Ref: Male)  < 0.001**
Female 0.07 (0.03,0.11) 0.02 0.00 0.27 0.07 61.9
Other −0.03 (−0.43,0.37) 0.20 0.44 0.33 0.75 83.5

Note. *p < 0.05; **p < 0.0045 (Bonferroni corrected threshold). CI, confidence interval; SE, standard error. τ is the standard deviation of the distribution of the estimates across countries/territories, an indicator of cross-national heterogeneity. I2 is an estimate of the variability in estimates due to heterogeneity across countries/territories vs. sampling variability. Global p-value corresponds to a test of the null hypothesis that there is not an association between the predictor and promoting good in any of the 22 countries.