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. 2023 Feb 10;12:e84245. doi: 10.7554/eLife.84245

Appendix 1—table 1. Linear Regression Models for log-10 transformed BRDPI-adjusted (or real) total costs of RPGs funded from FY1998 to FY2021.

Values shown for each variable are regression coefficients (standard errors). Model 1 considers time (fiscal year) only, while Model 2 factors in other variables. Model 1 explained only 0.6% of total variance, while Model 2 explained 47% of variance. Regression diagnostics indicated poor fit due largely to fat tails, which were present even after log-10 transformation. Table constructed using the R package texreg; see Leifeld, 2013, Journal of Statistical Software, 55(8), 1–24.

Model 1 Model 2
Intercept 5.629(0.002)*** 5.477(0.002)***
FY1999 0.013(0.002)*** 0.011(0.002)***
FY2000 0.033(0.002)*** 0.028(0.002)***
FY2001 0.049(0.002)*** 0.045(0.002)***
FY2002 0.059(0.002)*** 0.059(0.002)***
FY2003 0.062(0.002)*** 0.067(0.002)***
FY2004 0.061(0.002)*** 0.071(0.002)***
FY2005 0.054(0.002)*** 0.066(0.002)***
FY2006 0.035(0.002)*** 0.048(0.002)***
FY2007 0.020(0.002)*** 0.037(0.002)***
FY2008 0.008(0.002)*** 0.028(0.002)***
FY2009 0.018(0.002)*** 0.033(0.002)***
FY2010 0.023(0.002)*** 0.036(0.002)***
FY2011 0.012(0.002)*** 0.047(0.002)***
FY2012 0.010(0.002)*** 0.049(0.002)***
FY2013 -0.010(0.002)*** 0.031(0.002)***
FY2014 0.004(0.002) 0.045(0.002)***
FY2015 0.002(0.002) 0.046(0.002)***
FY2016 0.008(0.002)*** 0.053(0.002)***
FY2017 0.013(0.002)*** 0.054(0.002)***
FY2018 0.012(0.002)*** 0.052(0.002)***
FY2019 0.012(0.002)*** 0.055(0.002)***
FY2020 0.023(0.002)*** 0.063(0.002)***
FY2021 0.026(0.002)*** 0.061(0.002)***
Unsolicited before 2010 -0.003(0.001)***
Unsolicited after 2010 -0.026(0.001)***
R01 Equivalent 0.115(0.001)***
Clinical Trial 0.040(0.001)***
Human Only 0.030(0.001)***
Animal Only 0.080(0.001)***
Both Human and Animal 0.067(0.001)***
Research Organization 0.056(0.001)***
Indepdent Hospital 0.034(0.001)***
Other Organization 0.029(0.001)***
Cooperative Agreement 0.263(0.001)***
Program Grant 0.741(0.002)***
R21 or R03 -0.278(0.001)***
R2 0.006 0.471
Adj. R2 0.006 0.471
Num. obs. 827815 827815
p<0.001; p<0.01; p<0.05.

∗∗∗p < 0.001;∗∗p < 0.01;p < 0.05.