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 | ||
| FY1999 | ||
| FY2000 | ||
| FY2001 | ||
| FY2002 | ||
| FY2003 | ||
| FY2004 | ||
| FY2005 | ||
| FY2006 | ||
| FY2007 | ||
| FY2008 | ||
| FY2009 | ||
| FY2010 | ||
| FY2011 | ||
| FY2012 | ||
| FY2013 | ||
| FY2014 | ||
| FY2015 | ||
| FY2016 | ||
| FY2017 | ||
| FY2018 | ||
| FY2019 | ||
| FY2020 | ||
| FY2021 | ||
| Unsolicited before 2010 | ||
| Unsolicited after 2010 | ||
| R01 Equivalent | ||
| Clinical Trial | ||
| Human Only | ||
| Animal Only | ||
| Both Human and Animal | ||
| Research Organization | ||
| Indepdent Hospital | ||
| Other Organization | ||
| Cooperative Agreement | ||
| Program Grant | ||
| R21 or R03 | ||
| R2 | 0.006 | 0.471 |
| Adj. R2 | 0.006 | 0.471 |
| Num. obs. | 827815 | 827815 |
| ; ; . | ||
∗∗∗p < 0.001;∗∗p < 0.01;∗p < 0.05.