Table 4 Estimation of probit models on the funding propensity as PI or Co-PI.
1. articles | 2. RCR | 3. FCR | 4. altmetrics | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
(All Fields) | (Life Sciences) | (All Fields) | (All since 2010) | |||||||||
Coef. | SE | P > ∣z∣ | Coef. | SE | P > ∣z∣ | Coef. | SE | P > ∣z∣ | Coef. | SE | P > ∣z∣ | |
ln(pre-sample articles) | 0.053 | 0.012 | <0.001 | 0.050 | 0.020 | 0.012 | 0.029 | 0.014 | 0.038 | −0.013 | 0.018 | 0.484 |
ln(pre-sample preprints) | 0.006 | 0.028 | 0.840 | 0.164 | 0.159 | 0.300 | −0.003 | 0.030 | 0.930 | 0.060 | 0.037 | 0.100 |
ln(pre-sample av. citations) | 0.034 | 0.008 | <0.001 | 0.067 | 0.013 | <0.001 | ||||||
ln(pre-sample RCR) | 0.051 | 0.021 | 0.013 | |||||||||
ln(pre-sample FCR) | 0.040 | 0.009 | <0.001 | |||||||||
ln(pre-sample altmetrics) | −0.089 | 0.012 | <0.001 | |||||||||
Eval.score | 0.815 | 0.007 | <0.001 | 0.760 | 0.010 | <0.001 | 0.798 | 0.008 | <0.001 | 0.800 | 0.010 | <0.001 |
Male researcher | 0.120 | 0.016 | <0.001 | 0.135 | 0.027 | <0.001 | 0.111 | 0.019 | <0.001 | 0.102 | 0.026 | <0.001 |
ln(age) | 1.703 | 0.038 | <0.001 | 2.041 | 0.068 | <0.001 | 1.891 | 0.045 | <0.001 | 1.972 | 0.062 | <0.001 |
ETH Domain | 0.066 | 0.020 | <0.001 | 0.156 | 0.041 | <0.001 | 0.047 | 0.023 | 0.038 | 0.059 | 0.030 | 0.050 |
UAS/UTE/Other | −0.271 | 0.018 | <0.001 | −0.243 | 0.033 | <0.001 | −0.294 | 0.024 | <0.001 | −0.268 | 0.032 | <0.001 |
Unclassified | −0.521 | 0.021 | <0.001 | −0.406 | 0.034 | <0.001 | −0.580 | 0.023 | <0.001 | −0.635 | 0.029 | <0.001 |
STEM | −0.138 | 0.019 | <0.001 | −0.098 | 0.021 | <0.001 | −0.118 | 0.027 | <0.001 | |||
SSH | 0.019 | 0.019 | 0.307 | 0.053 | 0.023 | 0.023 | 0.114 | 0.033 | <0.001 | |||
JS Inst. types | 889.44 | <0.001 | 212.92 | <0.001 | 802.72 | <0.001 | 890.49 | <0.001 | ||||
JS fields | 71.42 | <0.001 | 39.26 | <0.001 | 72.62 | <0.001 | ||||||
JS years | 1,469.08 | <0.001 | 797.32 | <0.001 | 11,95.22 | <0.001 | 1,551.61 | <0.001 | ||||
# observations | 63,680 | 22,999 | 48,729 | 30,360 | ||||||||
Log pseudolikelihood | −24,863.80 | −9,369.45 | −18,226.64 | −10,896.19 | ||||||||
Pseudo R2 | 0.361 | 0.341 | 0.363 | 0.367 | ||||||||