Table 2.
Comparison of results from pooled individual-level data analysis and distributed regression analysis based on data from 34 healthcare organizations, organized into 27 distinct network partners (or distinct databases), in the PCORnet Antibiotics and Childhood Growth Study. The results were from a linear regression model that considered antibiotic use as a binary variable (any use vs. no use) and body mass index z-score as the continuous outcome variable among patients without complex chronic conditions. The model included all the covariates in the table plus 26 indicator variables for network partners.
| Variable | Parameter estimate | Standard error | ||
|---|---|---|---|---|
| Pooled individual-level data analysis | Distributed regression | Pooled individual-level data analysis | Distributed regression | |
| Any antibiotic use (vs. no use)a | 0.03419 | 0.03419 | 0.00478 | 0.00478 |
| Female (yes vs. no) | 0.01466 | 0.01466 | 0.00418 | 0.00418 |
| Age at outcome (in months)b | 0.00489 | 0.00489 | 0.00040 | 0.00040 |
| Race | ||||
| Asian | −0.20892 | −0.20892 | 0.01070 | 0.01070 |
| Black | 0.05863 | 0.05863 | 0.00522 | 0.00522 |
| Other | 0.03098 | 0.03098 | 0.00890 | 0.00890 |
| Unknown | 0.03669 | 0.03669 | 0.00794 | 0.00794 |
| White | REF | REF | REF | REF |
| Hispanic ethnicity (yes vs. no) | 0.33664 | 0.33664 | 0.00679 | 0.00679 |
| Preterm birth status (yes vs. no) | −0.22002 | −0.22002 | 0.00928 | 0.00928 |
| Asthma diagnosis (yes vs. no) | 0.15297 | 0.15297 | 0.00694 | 0.00694 |
| No. of infection episodesa,b,c | 0.02184 | 0.02184 | 0.00195 | 0.00195 |
| No. of corticosteroid prescription episodesa,b, c | 0.06124 | 0.06124 | 0.00394 | 0.00394 |
| No. of healthcare encountersa,b,d | −0.01568 | −0.01568 | 0.00214 | 0.00214 |
Measured before 24 months of age
Adjusted for as a continuous variable in the model
Re-coded as 0, 1, 2, 3, 4+
Log-transformed