There was significant difference between PPI exposure group and PPI non-exposure group in comorbidity.
So I performed propensity score matching, setting the independent variable as a "PPI_exposure" and the other covariates as Age, sex, HTN, DM, Dyslipidemia.
I wanted to PSM 1:1 but there was no off supp, and all observation were on support.
How can I fix this problem?
Code:
psmatch2 PPI_3W Age Sex HTN DM Dyslip , out(CCI) noreplacement Probit regression Number of obs = 4,557 LR chi2(5) = 81.84 Prob > chi2 = 0.0000 Log likelihood = -1434.54 Pseudo R2 = 0.0277 ------------------------------------------------------------------------------ PPI_3W | Coef. Std. Err. z P>|z| [95% Conf. Interval] -------------+---------------------------------------------------------------- Age | .0183717 .0023795 7.72 0.000 .013708 .0230355 Sex | .0379768 .0532516 0.71 0.476 -.0663945 .1423481 HTN | .0402486 .0552818 0.73 0.467 -.0681018 .1485989 DM | .0723273 .0599909 1.21 0.228 -.0452527 .1899072 Dyslip | .0814611 .0548364 1.49 0.137 -.0260163 .1889385 _cons | -2.601975 .1722587 -15.11 0.000 -2.939596 -2.264354 ------------------------------------------------------------------------------ ---------------------------------------------------------------------------------------- Variable Sample | Treated Controls Difference S.E. T-stat ----------------------------+----------------------------------------------------------- CCI Unmatched | 1.1986755 .884015595 .314659902 .046942343 6.70 ATT | 1.1986755 1.02207506 .176600442 .067535405 2.61 ----------------------------+----------------------------------------------------------- Note: S.E. does not take into account that the propensity score is estimated. | psmatch2: psmatch2: | Common Treatment | support assignment | On suppor | Total -----------+-----------+---------- Untreated | 4,104 | 4,104 Treated | 453 | 453 -----------+-----------+---------- Total | 4,557 | 4,557 .
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