Exhibit 4. PGP Demonstration Impacts on Utilization: Absolute Difference-in-Differences Demonstration Effects.
Hospitalizations | Emergency Department Visits | |||||||
---|---|---|---|---|---|---|---|---|
PGP | Mean Hospitalizations | Probability> 0 | Number,Given > 0 | Total Effect | Mean visits | Probability> 0 | Number,Given > 0 | Total Effect |
Pooled | 0.364 | -0.0048*** | -0.0056* | -0.0089*** | 0.633 | -0.0060*** | -0.0086 | -0.0137*** |
1 | 0.315 | 0.0051* | 0.0044 | 0.0086 | 0.690 | -0.0034 | 0.0195 | 0.0047 |
2 | 0.357 | -0.0097*** | -0.0193 | -0.0208*** | 0.544 | -0.0048* | 0.0125 | -0.0011 |
3 | 0.306 | -0.0051 | -0.0112 | -0.0110* | 0.589 | 0.0093** | 0.0269 | 0.0275 |
4 | 0.382 | 0.0023 | -0.0120 | -0.0022 | 0.679 | 0.0068* | -0.0054 | 0.0085 |
5 | 0.406 | -0.0063*** | 0.0015 | -0.0085* | 0.657 | -0.0093*** | -0.0001 | -0.0138 |
6 | 0.330 | -0.0148*** | -0.0330*** | -0.0335*** | 0.665 | -0.0193*** | -0.0472*** | -0.0523*** |
7 | 0.350 | -0.0031 | 0.0158 | 0.0026 | 0.543 | -0.0109*** | -0.0377* | -0.0355*** |
8 | 0.372 | -0.0081*** | 0.0190* | -0.0023 | 0.560 | -0.0024 | 0.0204 | 0.0055 |
9 | 0.359 | 0.0016 | -0.0035 | 0.0001 | 0.676 | -0.0049* | -0.0080 | -0.0122 |
10 | 0.454 | 0.0005 | 0.0123 | 0.0072 | 0.720 | -0.0049* | -0.0107 | -0.0105 |
NOTES: Probabilities of at least one hospitalization and of at least one Emergency Department visit were estimated using logit regression models.
Number of hospitalizations conditional on at least one hospitalization and number of ED visits conditional on at least one visit were estimated with zero-truncated negative binomial models.
Logistic and negative binomial regression models included demographic and geographic covariates, pre-existing trends, and the risk score.
Regression estimates are weighted by each person/year’s inverse propensity score and the fraction of each year eligible for Medicare.
= significant at 1% level;
= significant at 5% level;
= significant at 10% level.
SOURCE: Authors’ analysis of Medicare claims and enrollment data for 2001 to 2010.