Linear probability models - `t1` and `t0`: binarized count: if > 0 -> 1, else 0 - `t0`: dummy and centered so `mean(t0)` is 0 # frequentist ## condition (treatment) effect - see quasipoisson count results: [[230718_135343 frequentist fixed-effects meta for studies 1 3 4]] ```r # treatment effect # ITT threshold estimate se low high pval 1: 40 -0.0012 0.0017 -0.0046 0.0021 0.4780 2: 45 -0.0019 0.0017 -0.0054 0.0015 0.2647 3: 50 -0.0016 0.0018 -0.0051 0.0020 0.3823 4: 55 -0.0012 0.0019 -0.0049 0.0024 0.5154 5: 60 -0.0009 0.0019 -0.0047 0.0028 0.6200 6: 65 -0.0006 0.0020 -0.0044 0.0033 0.7740 7: 70 -0.0008 0.0020 -0.0048 0.0031 0.6882 8: 75 -0.0007 0.0020 -0.0047 0.0033 0.7326 9: 80 -0.0008 0.0021 -0.0049 0.0032 0.6819 # ATT threshold estimate se low high pval 1: 40 -0.0020 0.0028 -0.0075 0.0035 0.4851 2: 45 -0.0032 0.0029 -0.0088 0.0024 0.2688 3: 50 -0.0025 0.0030 -0.0083 0.0033 0.4019 4: 55 -0.0019 0.0031 -0.0078 0.0041 0.5420 5: 60 -0.0013 0.0031 -0.0075 0.0048 0.6755 6: 65 -0.0007 0.0032 -0.0071 0.0057 0.8286 7: 70 -0.0011 0.0033 -0.0076 0.0054 0.7399 8: 75 -0.0009 0.0034 -0.0075 0.0057 0.7906 9: 80 -0.0011 0.0034 -0.0077 0.0055 0.7412 ``` ![[1690155122.png]] ![[1690155123.png]] ## condition-t0 interaction effect ![[1690155216.png]] ![[1690155247.png]] ## t0 effect ![[1690155398.png]] ![[1690155401.png]] # bayesian - see quasipoisson count results: [[230719_184036 bayesian fixed-effects meta for studies 1 3 4]] ```r threshold estimate CI CI_low CI_high evid_ratio post_prob type 1: 40 -4e-04 0.95 -0.0025 0.0015 1.8532 0.6495 Intent-to-treat effect 2: 45 -6e-04 0.95 -0.0028 0.0013 2.7280 0.7318 Intent-to-treat effect 3: 50 -5e-04 0.95 -0.0027 0.0015 2.0991 0.6773 Intent-to-treat effect 4: 55 -4e-04 0.95 -0.0025 0.0017 1.7377 0.6347 Intent-to-treat effect 5: 60 -3e-04 0.95 -0.0024 0.0017 1.4984 0.5998 Intent-to-treat effect 6: 65 -2e-04 0.95 -0.0023 0.0019 1.2426 0.5541 Intent-to-treat effect 7: 70 -2e-04 0.95 -0.0024 0.0018 1.3620 0.5766 Intent-to-treat effect 8: 75 -2e-04 0.95 -0.0023 0.0019 1.2998 0.5652 Intent-to-treat effect 9: 80 -2e-04 0.95 -0.0024 0.0019 1.3674 0.5776 Intent-to-treat effect 10: 40 -3e-04 0.95 -0.0029 0.0020 1.5443 0.6070 Treatment effect on the treated 11: 45 -6e-04 0.95 -0.0034 0.0018 2.0130 0.6681 Treatment effect on the treated 12: 50 -4e-04 0.95 -0.0031 0.0020 1.6604 0.6241 Treatment effect on the treated 13: 55 -3e-04 0.95 -0.0028 0.0021 1.4332 0.5890 Treatment effect on the treated 14: 60 -2e-04 0.95 -0.0026 0.0023 1.2521 0.5560 Treatment effect on the treated 15: 65 -1e-04 0.95 -0.0026 0.0023 1.1189 0.5281 Treatment effect on the treated 16: 70 -2e-04 0.95 -0.0027 0.0023 1.1977 0.5450 Treatment effect on the treated 17: 75 -1e-04 0.95 -0.0026 0.0024 1.1366 0.5320 Treatment effect on the treated 18: 80 -2e-04 0.95 -0.0027 0.0025 1.2056 0.5466 Treatment effect on the treated ``` ![[_mainfig_count_conditionC.png]] ![[_mainfig_count_conditionC-t0SC.png]] ![[_mainfig_count_t0SC.png]]