Table 1. Random-effects meta-analysis across journals of model coefficients from log-linear regression.
A positive coefficient (column 3) means that Attention Score or number of citations increases as that variable increases (or if the article had a preprint or had an author with a U.S. affiliation or a Nature Index affiliation). However, coefficients for some variables have different units and are not directly comparable. P-values were adjusted using the Bonferroni-Holm procedure, based on having fit two models for each journal. Effectively, for each variable, the procedure multiplied the lesser p-value by two and left the other unchanged. Meta-analysis statistics for the intercept and publication date are shown in Supplementary file 8.
Metric | Article-level variable | Coef. | Std. error | 95% CI (lower) | 95% CI (upper) | p-value | Adj. p-value |
---|---|---|---|---|---|---|---|
Attention Score | Had a preprint | 0.575 | 0.036 | 0.502 | 0.647 | 1.91e-18 | 3.82e-18 |
log2(number of authors) | 0.129 | 0.015 | 0.099 | 0.158 | 1.04e-10 | 1.04e-10 | |
log2(number of references + 1) | 0.070 | 0.021 | 0.027 | 0.113 | 2.10e-03 | 2.10e-03 | |
Had an author with U.S. affiliation | 0.143 | 0.021 | 0.100 | 0.187 | 6.08e-08 | 6.08e-08 | |
Had an author with Nature Index affiliation | 0.147 | 0.020 | 0.106 | 0.188 | 1.20e-08 | 2.41e-08 | |
Last author publication age (yrs) | −0.009 | 0.001 | −0.011 | −0.007 | 5.86e-10 | 1.17e-09 | |
Citations | Had a preprint | 0.442 | 0.031 | 0.380 | 0.505 | 7.38e-17 | 7.38e-17 |
log2(number of authors) | 0.181 | 0.009 | 0.163 | 0.200 | 9.76e-22 | 1.95e-21 | |
log2(number of references + 1) | 0.217 | 0.020 | 0.176 | 0.258 | 4.87e-13 | 9.73e-13 | |
Had an author with U.S. affiliation | 0.079 | 0.011 | 0.057 | 0.102 | 1.49e-08 | 2.98e-08 | |
Had an author with Nature Index affiliation | 0.100 | 0.015 | 0.071 | 0.130 | 3.46e-08 | 3.46e-08 | |
Last author publication age (yrs) | −0.003 | 0.001 | −0.004 | −0.001 | 8.61e-05 | 8.61e-05 |