## EMPI Gender_Legal_Sex age_bl htn
## 0 0 0 0
## dm cad chf copd
## 0 0 0 0
## cancer nsaid beta_blockers statins
## 0 0 0 0
## ace_arb ppi diur immunosuppressant
## 0 0 0 0
## vaccine pre_cre_freq pre_inpt_freq pre_outpt_freq
## 0 0 0 0
## renal_group2 prior_infection treated group
## 0 0 0 0##
## Call:
## matchit(formula = group ~ Gender_Legal_Sex + age_bl + htn + dm +
## cad + chf + copd + cancer + nsaid + beta_blockers + statins +
## ace_arb + ppi + diur + immunosuppressant + vaccine + pre_cre_freq +
## pre_inpt_freq + pre_outpt_freq + renal_group2 + prior_infection,
## data = test, method = NULL, distance = "glm")
##
## Summary of Balance for All Data:
## Means Treated Means Control Std. Mean Diff.
## distance 0.4814 0.2696 0.9409
## Gender_Legal_SexFemale 0.5011 0.5785 -0.1550
## Gender_Legal_SexMale 0.4989 0.4215 0.1550
## age_bl 72.7977 76.4126 -0.2693
## htn0 0.1926 0.0957 0.2457
## htn1 0.8074 0.9043 -0.2457
## dm0 0.5309 0.5990 -0.1366
## dm1 0.4691 0.4010 0.1366
## cad0 0.5085 0.5077 0.0015
## cad1 0.4915 0.4923 -0.0015
## chf0 0.9011 0.9281 -0.0905
## chf1 0.0989 0.0719 0.0905
## copd0 0.8372 0.8473 -0.0274
## copd1 0.1628 0.1527 0.0274
## cancer0 0.5702 0.3910 0.3619
## cancer1 0.4298 0.6090 -0.3619
## nsaid0 0.8138 0.8247 -0.0278
## nsaid1 0.1862 0.1753 0.0278
## beta_blockers0 0.5947 0.5785 0.0329
## beta_blockers1 0.4053 0.4215 -0.0329
## statins0 0.5362 0.3639 0.3454
## statins1 0.4638 0.6361 -0.3454
## ace_arb0 0.6181 0.4663 0.3125
## ace_arb1 0.3819 0.5337 -0.3125
## ppi0 0.6957 0.7024 -0.0145
## ppi1 0.3043 0.2976 0.0145
## diur0 0.6415 0.5885 0.1105
## diur1 0.3585 0.4115 -0.1105
## immunosuppressant0 0.9500 0.9441 0.0269
## immunosuppressant1 0.0500 0.0559 -0.0269
## vaccine0 0.6383 0.3280 0.6458
## vaccine1 0.3617 0.6720 -0.6458
## pre_cre_freq 6.5819 4.5846 0.1737
## pre_inpt_freq 0.8362 0.3551 0.2367
## pre_outpt_freq 48.5894 43.5393 0.0981
## renal_group2eGFR <30, no ESKD 0.0787 0.0183 0.2245
## renal_group2eGFR 30-44.9, no ESKD 0.2309 0.1831 0.1134
## renal_group2eGFR 45-59.9, no ESKD 0.5840 0.7611 -0.3591
## renal_group2ESKD 0.1064 0.0376 0.2230
## prior_infection0 0.9713 0.9840 -0.0759
## prior_infection1 0.0287 0.0160 0.0759
## Var. Ratio eCDF Mean eCDF Max
## distance 1.6862 0.2688 0.4118
## Gender_Legal_SexFemale . 0.0775 0.0775
## Gender_Legal_SexMale . 0.0775 0.0775
## age_bl 1.5496 0.0767 0.1336
## htn0 . 0.0969 0.0969
## htn1 . 0.0969 0.0969
## dm0 . 0.0682 0.0682
## dm1 . 0.0682 0.0682
## cad0 . 0.0008 0.0008
## cad1 . 0.0008 0.0008
## chf0 . 0.0270 0.0270
## chf1 . 0.0270 0.0270
## copd0 . 0.0101 0.0101
## copd1 . 0.0101 0.0101
## cancer0 . 0.1792 0.1792
## cancer1 . 0.1792 0.1792
## nsaid0 . 0.0108 0.0108
## nsaid1 . 0.0108 0.0108
## beta_blockers0 . 0.0161 0.0161
## beta_blockers1 . 0.0161 0.0161
## statins0 . 0.1722 0.1722
## statins1 . 0.1722 0.1722
## ace_arb0 . 0.1518 0.1518
## ace_arb1 . 0.1518 0.1518
## ppi0 . 0.0067 0.0067
## ppi1 . 0.0067 0.0067
## diur0 . 0.0530 0.0530
## diur1 . 0.0530 0.0530
## immunosuppressant0 . 0.0059 0.0059
## immunosuppressant1 . 0.0059 0.0059
## vaccine0 . 0.3103 0.3103
## vaccine1 . 0.3103 0.3103
## pre_cre_freq 0.9546 0.0333 0.1049
## pre_inpt_freq 2.4329 0.0281 0.1174
## pre_outpt_freq 2.4387 0.0655 0.2057
## renal_group2eGFR <30, no ESKD . 0.0605 0.0605
## renal_group2eGFR 30-44.9, no ESKD . 0.0478 0.0478
## renal_group2eGFR 45-59.9, no ESKD . 0.1770 0.1770
## renal_group2ESKD . 0.0688 0.0688
## prior_infection0 . 0.0127 0.0127
## prior_infection1 . 0.0127 0.0127
##
## Sample Sizes:
## Control Treated
## All 1808 940
## Matched 1808 940
## Unmatched 0 0
## Discarded 0 0## Warning: Not all treated units will get 2 matches.##
## Call:
## matchit(formula = group ~ Gender_Legal_Sex + age_bl + htn + dm +
## cad + chf + copd + cancer + nsaid + beta_blockers + statins +
## ace_arb + ppi + diur + immunosuppressant + vaccine + pre_cre_freq +
## pre_inpt_freq + pre_outpt_freq + renal_group2 + prior_infection,
## data = test, method = "nearest", distance = "glm", caliper = 0.1,
## ratio = 2)
##
## Summary of Balance for Matched Data:
## Means Treated Means Control Std. Mean Diff.
## distance 0.4044 0.3956 0.0392
## Gender_Legal_SexFemale 0.5362 0.5383 -0.0042
## Gender_Legal_SexMale 0.4638 0.4617 0.0042
## age_bl 74.2490 73.9862 0.0196
## htn0 0.1393 0.1462 -0.0177
## htn1 0.8607 0.8538 0.0177
## dm0 0.5585 0.5613 -0.0056
## dm1 0.4415 0.4387 0.0056
## cad0 0.4903 0.4763 0.0279
## cad1 0.5097 0.5237 -0.0279
## chf0 0.9109 0.9025 0.0280
## chf1 0.0891 0.0975 -0.0280
## copd0 0.8370 0.8266 0.0283
## copd1 0.1630 0.1734 -0.0283
## cancer0 0.5056 0.4958 0.0197
## cancer1 0.4944 0.5042 -0.0197
## nsaid0 0.8120 0.8064 0.0143
## nsaid1 0.1880 0.1936 -0.0143
## beta_blockers0 0.5836 0.5822 0.0028
## beta_blockers1 0.4164 0.4178 -0.0028
## statins0 0.4763 0.4547 0.0433
## statins1 0.5237 0.5453 -0.0433
## ace_arb0 0.5641 0.5675 -0.0072
## ace_arb1 0.4359 0.4325 0.0072
## ppi0 0.6880 0.6929 -0.0106
## ppi1 0.3120 0.3071 0.0106
## diur0 0.6267 0.5954 0.0653
## diur1 0.3733 0.4046 -0.0653
## immunosuppressant0 0.9554 0.9485 0.0320
## immunosuppressant1 0.0446 0.0515 -0.0320
## vaccine0 0.5682 0.5536 0.0304
## vaccine1 0.4318 0.4464 -0.0304
## pre_cre_freq 5.5794 5.6845 -0.0091
## pre_inpt_freq 0.5571 0.5669 -0.0048
## pre_outpt_freq 48.2953 48.9680 -0.0131
## renal_group2eGFR <30, no ESKD 0.0446 0.0383 0.0233
## renal_group2eGFR 30-44.9, no ESKD 0.2284 0.2152 0.0314
## renal_group2eGFR 45-59.9, no ESKD 0.6602 0.6769 -0.0339
## renal_group2ESKD 0.0669 0.0696 -0.0090
## prior_infection0 0.9777 0.9763 0.0083
## prior_infection1 0.0223 0.0237 -0.0083
## Var. Ratio eCDF Mean eCDF Max Std. Pair Dist.
## distance 1.0842 0.0082 0.0390 0.0304
## Gender_Legal_SexFemale . 0.0021 0.0021 1.0170
## Gender_Legal_SexMale . 0.0021 0.0021 1.0170
## age_bl 1.1611 0.0205 0.0418 0.9348
## htn0 . 0.0070 0.0070 0.5118
## htn1 . 0.0070 0.0070 0.5118
## dm0 . 0.0028 0.0028 0.9669
## dm1 . 0.0028 0.0028 0.9669
## cad0 . 0.0139 0.0139 1.0226
## cad1 . 0.0139 0.0139 1.0226
## chf0 . 0.0084 0.0084 0.5377
## chf1 . 0.0084 0.0084 0.5377
## copd0 . 0.0104 0.0104 0.7629
## copd1 . 0.0104 0.0104 0.7629
## cancer0 . 0.0097 0.0097 0.9185
## cancer1 . 0.0097 0.0097 0.9185
## nsaid0 . 0.0056 0.0056 0.7903
## nsaid1 . 0.0056 0.0056 0.7903
## beta_blockers0 . 0.0014 0.0014 0.9846
## beta_blockers1 . 0.0014 0.0014 0.9846
## statins0 . 0.0216 0.0216 0.9154
## statins1 . 0.0216 0.0216 0.9154
## ace_arb0 . 0.0035 0.0035 0.9802
## ace_arb1 . 0.0035 0.0035 0.9802
## ppi0 . 0.0049 0.0049 0.9610
## ppi1 . 0.0049 0.0049 0.9610
## diur0 . 0.0313 0.0313 0.9313
## diur1 . 0.0313 0.0313 0.9313
## immunosuppressant0 . 0.0070 0.0070 0.4197
## immunosuppressant1 . 0.0070 0.0070 0.4197
## vaccine0 . 0.0146 0.0146 0.6701
## vaccine1 . 0.0146 0.0146 0.6701
## pre_cre_freq 0.7718 0.0062 0.0662 0.5319
## pre_inpt_freq 0.7236 0.0065 0.0279 0.3954
## pre_outpt_freq 1.3798 0.0303 0.1462 0.8290
## renal_group2eGFR <30, no ESKD . 0.0063 0.0063 0.2098
## renal_group2eGFR 30-44.9, no ESKD . 0.0132 0.0132 0.7896
## renal_group2eGFR 45-59.9, no ESKD . 0.0167 0.0167 0.7533
## renal_group2ESKD . 0.0028 0.0028 0.3258
## prior_infection0 . 0.0014 0.0014 0.2309
## prior_infection1 . 0.0014 0.0014 0.2309
##
## Sample Sizes:
## Control Treated
## All 1808. 940
## Matched (ESS) 992.35 718
## Matched 1115. 718
## Unmatched 693. 222
## Discarded 0. 0