5-Profile Post Hoc LPA Analyses for Married Older Adults
Carson and Mozhgan
2025-08-20
ANOVA Differences for All Variables
Men
Understanding
##
## ANOVA
##
## ANOVA - mundst
## ────────────────────────────────────────────────────────────────────────────────
## Sum of Squares df Mean Square F p
## ────────────────────────────────────────────────────────────────────────────────
## group2 343.2054 4 85.8013414 270.4139 < .0000001
## Residuals 839.2490 2645 0.3172964
## ────────────────────────────────────────────────────────────────────────────────
##
##
## POST HOC TESTS
##
## Post Hoc Comparisons - group2
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 group2 Mean Difference SE df t p-tukey
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Healthy - High Rely 0.46317055 0.02651389 2645.000 17.468977 < .0000001
## - Un-Men High 1.28982183 0.06088360 2645.000 21.185045 < .0000001
## - Un-Men Rely 0.54376129 0.04143332 2645.000 13.123767 < .0000001
## - Unhealthy 0.91739184 0.03872286 2645.000 23.691220 < .0000001
## High Rely - Un-Men High 0.82665128 0.06300572 2645.000 13.120257 < .0000001
## - Un-Men Rely 0.08059074 0.04449302 2645.000 1.811312 0.3671234
## - Unhealthy 0.45422129 0.04198057 2645.000 10.819798 < .0000001
## Un-Men High - Un-Men Rely -0.74606054 0.07059359 2645.000 -10.568390 < .0000001
## - Unhealthy -0.37242999 0.06903763 2645.000 -5.394594 0.0000007
## Un-Men Rely - Unhealthy 0.37363055 0.05268873 2645.000 7.091281 < .0000001
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Note. Comparisons are based on estimated marginal means
##
##
## ESTIMATED MARGINAL MEANS
##
## GROUP2
##
## Estimated Marginal Means - group2
## ─────────────────────────────────────────────────────────────────
## group2 Mean SE Lower Upper
## ─────────────────────────────────────────────────────────────────
## Healthy 3.784327 0.01483372 3.755240 3.813414
## High Rely 3.321157 0.02197606 3.278065 3.364249
## Un-Men High 2.494505 0.05904891 2.378719 2.610292
## Un-Men Rely 3.240566 0.03868696 3.164706 3.316426
## Unhealthy 2.866935 0.03576899 2.796797 2.937074
## ─────────────────────────────────────────────────────────────────
Rely
##
## ANOVA
##
## ANOVA - mrely
## ──────────────────────────────────────────────────────────────────────────────────
## Sum of Squares df Mean Square F p
## ──────────────────────────────────────────────────────────────────────────────────
## group2 604.48446 4 151.121115380 31886.95 < .0000001
## Residuals 12.55435 2649 0.004739278
## ──────────────────────────────────────────────────────────────────────────────────
##
##
## POST HOC TESTS
##
## Post Hoc Comparisons - group2
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 group2 Mean Difference SE df t p-tukey
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Healthy - High Rely -3.530509e-14 0.003241733 2649.000 -1.089081e-11 1.0000000
## - Un-Men High 2.1630435 0.007402582 2649.000 292.2012 < .0000001
## - Un-Men Rely -2.320366e-14 0.005053163 2649.000 -4.591908e-12 1.0000000
## - Unhealthy 1.0000000 0.004716083 2649.000 212.0404 < .0000001
## High Rely - Un-Men High 2.1630435 0.007664098 2649.000 282.2307 < .0000001
## - Un-Men Rely 1.210143e-14 0.005429055 2649.000 2.229012e-12 1.0000000
## - Unhealthy 1.0000000 0.005116798 2649.000 195.4347 < .0000001
## Un-Men High - Un-Men Rely -2.1630435 0.008588599 2649.000 -251.8506 < .0000001
## - Unhealthy -1.1630435 0.008394701 2649.000 -138.5450 < .0000001
## Un-Men Rely - Unhealthy 1.0000000 0.006419287 2649.000 155.7805 < .0000001
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Note. Comparisons are based on estimated marginal means
##
##
## ESTIMATED MARGINAL MEANS
##
## GROUP2
##
## Estimated Marginal Means - group2
## ──────────────────────────────────────────────────────────────────
## group2 Mean SE Lower Upper
## ──────────────────────────────────────────────────────────────────
## Healthy 4.000000 0.001812270 3.996446 4.003554
## High Rely 4.000000 0.002687845 3.994730 4.005270
## Un-Men High 1.836957 0.007177318 1.822883 1.851030
## Un-Men Rely 4.000000 0.004717005 3.990751 4.009249
## Unhealthy 3.000000 0.004353977 2.991462 3.008538
## ──────────────────────────────────────────────────────────────────
Openness
##
## ANOVA
##
## ANOVA - mopen
## ────────────────────────────────────────────────────────────────────────────────
## Sum of Squares df Mean Square F p
## ────────────────────────────────────────────────────────────────────────────────
## group2 408.8671 4 102.2167805 319.8520 < .0000001
## Residuals 845.9157 2647 0.3195752
## ────────────────────────────────────────────────────────────────────────────────
##
##
## POST HOC TESTS
##
## Post Hoc Comparisons - group2
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 group2 Mean Difference SE df t p-tukey
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Healthy - High Rely 0.3105991 0.02663683 2647.000 11.660516 < .0000001
## - Un-Men High 1.6527166 0.06078868 2647.000 27.187902 < .0000001
## - Un-Men Rely 0.4134841 0.04149666 2647.000 9.964275 < .0000001
## - Unhealthy 0.9706297 0.03872881 2647.000 25.062215 < .0000001
## High Rely - Un-Men High 1.3421175 0.06294081 2647.000 21.323487 < .0000001
## - Un-Men Rely 0.1028850 0.04458985 2647.000 2.307364 0.1427571
## - Unhealthy 0.6600305 0.04202621 2647.000 15.705213 < .0000001
## Un-Men High - Un-Men Rely -1.2392325 0.07052657 2647.000 -17.571143 < .0000001
## - Unhealthy -0.6820870 0.06893435 2647.000 -9.894732 < .0000001
## Un-Men Rely - Unhealthy 0.5571455 0.05271294 2647.000 10.569426 < .0000001
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Note. Comparisons are based on estimated marginal means
##
##
## ESTIMATED MARGINAL MEANS
##
## GROUP2
##
## Estimated Marginal Means - group2
## ─────────────────────────────────────────────────────────────────
## group2 Mean SE Lower Upper
## ─────────────────────────────────────────────────────────────────
## Healthy 3.826630 0.01488689 3.797439 3.855821
## High Rely 3.516031 0.02208848 3.472718 3.559343
## Un-Men High 2.173913 0.05893763 2.058345 2.289482
## Un-Men Rely 3.413146 0.03873439 3.337193 3.489098
## Unhealthy 2.856000 0.03575334 2.785893 2.926107
## ─────────────────────────────────────────────────────────────────
Demanding
##
## ANOVA
##
## ANOVA - mdemand
## ────────────────────────────────────────────────────────────────────────────────
## Sum of Squares df Mean Square F p
## ────────────────────────────────────────────────────────────────────────────────
## group2 327.6969 4 81.9242224 133.5736 < .0000001
## Residuals 1622.2488 2645 0.6133266
## ────────────────────────────────────────────────────────────────────────────────
##
##
## POST HOC TESTS
##
## Post Hoc Comparisons - group2
## ──────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 group2 Mean Difference SE df t p-tukey
## ──────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Healthy - High Rely -0.657223021 0.03692071 2645.000 -17.80093211 < .0000001
## - Un-Men High -0.880027739 0.08464740 2645.000 -10.39639381 < .0000001
## - Un-Men Rely -0.360242360 0.05748737 2645.000 -6.26646075 < .0000001
## - Unhealthy -0.876599168 0.05365293 2645.000 -16.33832838 < .0000001
## High Rely - Un-Men High -0.222804718 0.08762226 2645.000 -2.54278669 0.0817083
## - Un-Men Rely 0.296980661 0.06178411 2645.000 4.80674859 0.0000160
## - Unhealthy -0.219376147 0.05823328 2645.000 -3.76719567 0.0015824
## Un-Men High - Un-Men Rely 0.519785379 0.09807813 2645.000 5.29970720 0.0000012
## - Unhealthy 0.003428571 0.09588096 2645.000 0.03575863 0.9999996
## Un-Men Rely - Unhealthy -0.516356808 0.07302584 2645.000 -7.07087775 < .0000001
## ──────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Note. Comparisons are based on estimated marginal means
##
##
## ESTIMATED MARGINAL MEANS
##
## GROUP2
##
## Estimated Marginal Means - group2
## ─────────────────────────────────────────────────────────────────
## group2 Mean SE Lower Upper
## ─────────────────────────────────────────────────────────────────
## Healthy 1.691401 0.02062354 1.650961 1.731841
## High Rely 2.348624 0.03062365 2.288575 2.408673
## Un-Men High 2.571429 0.08209660 2.410449 2.732409
## Un-Men Rely 2.051643 0.05366067 1.946422 2.156864
## Unhealthy 2.568000 0.04953086 2.470877 2.665123
## ─────────────────────────────────────────────────────────────────
Criticize
##
## ANOVA
##
## ANOVA - mcrit
## ────────────────────────────────────────────────────────────────────────────────
## Sum of Squares df Mean Square F p
## ────────────────────────────────────────────────────────────────────────────────
## group2 348.2771 4 87.0692794 146.6694 < .0000001
## Residuals 1567.2178 2640 0.5936431
## ────────────────────────────────────────────────────────────────────────────────
##
##
## POST HOC TESTS
##
## Post Hoc Comparisons - group2
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 group2 Mean Difference SE df t p-tukey
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Healthy - High Rely -0.70003147 0.03633919 2640.000 -19.2638165 < .0000001
## - Un-Men High -0.80008466 0.08285812 2640.000 -9.6560804 < .0000001
## - Un-Men Rely -0.58524490 0.05656750 2640.000 -10.3459561 < .0000001
## - Unhealthy -0.85338059 0.05297686 2640.000 -16.1085537 < .0000001
## High Rely - Un-Men High -0.10005318 0.08579250 2640.000 -1.1662229 0.7706935
## - Un-Men Rely 0.11478658 0.06078460 2640.000 1.8884154 0.3237624
## - Unhealthy -0.15334912 0.05745810 2640.000 -2.6688859 0.0589302
## Un-Men High - Un-Men Rely 0.21483976 0.09612335 2640.000 2.2350423 0.1671085
## - Unhealthy -0.05329593 0.09405511 2640.000 -0.5666458 0.9798461
## Un-Men Rely - Unhealthy -0.26813570 0.07197763 2640.000 -3.7252644 0.0018613
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Note. Comparisons are based on estimated marginal means
##
##
## ESTIMATED MARGINAL MEANS
##
## GROUP2
##
## Estimated Marginal Means - group2
## ─────────────────────────────────────────────────────────────────
## group2 Mean SE Lower Upper
## ─────────────────────────────────────────────────────────────────
## Healthy 1.743394 0.02031811 1.703553 1.783235
## High Rely 2.443425 0.03012825 2.384348 2.502502
## Un-Men High 2.543478 0.08032834 2.385965 2.700991
## Un-Men Rely 2.328638 0.05279258 2.225119 2.432158
## Unhealthy 2.596774 0.04892568 2.500838 2.692711
## ─────────────────────────────────────────────────────────────────
Letting Down
##
## ANOVA
##
## ANOVA - mdown
## ────────────────────────────────────────────────────────────────────────────────
## Sum of Squares df Mean Square F p
## ────────────────────────────────────────────────────────────────────────────────
## group2 394.0707 4 98.5176704 222.9446 < .0000001
## Residuals 1167.9233 2643 0.4418930
## ────────────────────────────────────────────────────────────────────────────────
##
##
## POST HOC TESTS
##
## Post Hoc Comparisons - group2
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 group2 Mean Difference SE df t p-tukey
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Healthy - High Rely -0.59486468 0.03132576 2643.000 -18.989635 < .0000001
## - Un-Men High -1.19597197 0.07185141 2643.000 -16.645074 < .0000001
## - Un-Men Rely -0.50309677 0.04879828 2643.000 -10.309723 < .0000001
## - Unhealthy -1.01589398 0.04569993 2643.000 -22.229660 < .0000001
## High Rely - Un-Men High -0.60110729 0.07436809 2643.000 -8.082865 < .0000001
## - Un-Men Rely 0.09176791 0.05243340 2643.000 1.750181 0.4033197
## - Unhealthy -0.42102930 0.04956281 2643.000 -8.494863 < .0000001
## Un-Men High - Un-Men Rely 0.69287520 0.08325012 2643.000 8.322813 < .0000001
## - Unhealthy 0.18007799 0.08147266 2643.000 2.210287 0.1760949
## Un-Men Rely - Unhealthy -0.51279721 0.06210026 2643.000 -8.257570 < .0000001
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Note. Comparisons are based on estimated marginal means
##
##
## ESTIMATED MARGINAL MEANS
##
## GROUP2
##
## Estimated Marginal Means - group2
## ─────────────────────────────────────────────────────────────────
## group2 Mean SE Lower Upper
## ─────────────────────────────────────────────────────────────────
## Healthy 1.177654 0.01751163 1.143317 1.211992
## High Rely 1.772519 0.02597395 1.721588 1.823450
## Un-Men High 2.373626 0.06968477 2.236984 2.510269
## Un-Men Rely 1.680751 0.04554794 1.591438 1.770064
## Unhealthy 2.193548 0.04221169 2.110777 2.276320
## ─────────────────────────────────────────────────────────────────
Get on Nerves
##
## ANOVA
##
## ANOVA - mnerve
## ────────────────────────────────────────────────────────────────────────────────
## Sum of Squares df Mean Square F p
## ────────────────────────────────────────────────────────────────────────────────
## group2 353.0075 4 88.2518782 191.1195 < .0000001
## Residuals 1224.5950 2652 0.4617628
## ────────────────────────────────────────────────────────────────────────────────
##
##
## POST HOC TESTS
##
## Post Hoc Comparisons - group2
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 group2 Mean Difference SE df t p-tukey
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Healthy - High Rely -0.6799268 0.03197836 2652.000 -21.262089 < .0000001
## - Un-Men High -0.9696495 0.07306806 2652.000 -13.270497 < .0000001
## - Un-Men Rely -0.5025630 0.04977500 2652.000 -10.096695 < .0000001
## - Unhealthy -0.8644321 0.04654924 2652.000 -18.570274 < .0000001
## High Rely - Un-Men High -0.2897227 0.07564388 2652.000 -3.830088 0.0012363
## - Un-Men Rely 0.1773638 0.05348463 2652.000 3.316165 0.0082170
## - Unhealthy -0.1845053 0.05049640 2652.000 -3.653831 0.0024433
## Un-Men High - Un-Men Rely 0.4670866 0.08471677 2652.000 5.513507 0.0000004
## - Unhealthy 0.1052174 0.08286261 2652.000 1.269781 0.7098670
## Un-Men Rely - Unhealthy -0.3618692 0.06328366 2652.000 -5.718208 0.0000001
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Note. Comparisons are based on estimated marginal means
##
##
## ESTIMATED MARGINAL MEANS
##
## GROUP2
##
## Estimated Marginal Means - group2
## ─────────────────────────────────────────────────────────────────
## group2 Mean SE Lower Upper
## ─────────────────────────────────────────────────────────────────
## Healthy 1.595568 0.01788240 1.560503 1.630633
## High Rely 2.275495 0.02651104 2.223510 2.327479
## Un-Men High 2.565217 0.07084604 2.426298 2.704136
## Un-Men Rely 2.098131 0.04645181 2.007045 2.189216
## Unhealthy 2.460000 0.04297734 2.375728 2.544272
## ─────────────────────────────────────────────────────────────────
Women
Understanding
##
## ANOVA
##
## ANOVA - wundst
## ────────────────────────────────────────────────────────────────────────────────
## Sum of Squares df Mean Square F p
## ────────────────────────────────────────────────────────────────────────────────
## group2 649.5948 4 162.3986891 406.8234 < .0000001
## Residuals 1051.8583 2635 0.3991872
## ────────────────────────────────────────────────────────────────────────────────
##
##
## POST HOC TESTS
##
## Post Hoc Comparisons - group2
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 group2 Mean Difference SE df t p-tukey
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Healthy - High Rely 0.70648290 0.02981786 2635.000 23.6932797 < .0000001
## - Un-Men High 0.87545788 0.06829689 2635.000 12.8184157 < .0000001
## - Un-Men Rely 1.61032864 0.04638869 2635.000 34.7138215 < .0000001
## - Unhealthy 0.72357724 0.04359477 2635.000 16.5977978 < .0000001
## High Rely - Un-Men High 0.16897498 0.07069643 2635.000 2.3901486 0.1182487
## - Un-Men Rely 0.90384574 0.04985410 2635.000 18.1298185 < .0000001
## - Unhealthy 0.01709434 0.04726547 2635.000 0.3616665 0.9963497
## Un-Men High - Un-Men Rely 0.73487076 0.07912516 2635.000 9.2874475 < .0000001
## - Unhealthy -0.15188064 0.07752022 2635.000 -1.9592390 0.2864678
## Un-Men Rely - Unhealthy -0.88675140 0.05913400 2635.000 -14.9956257 < .0000001
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Note. Comparisons are based on estimated marginal means
##
##
## ESTIMATED MARGINAL MEANS
##
## GROUP2
##
## Estimated Marginal Means - group2
## ─────────────────────────────────────────────────────────────────
## group2 Mean SE Lower Upper
## ─────────────────────────────────────────────────────────────────
## Healthy 3.666667 0.01666710 3.633985 3.699349
## High Rely 2.960184 0.02472474 2.911702 3.008666
## Un-Men High 2.791209 0.06623196 2.661337 2.921081
## Un-Men Rely 2.056338 0.04329109 1.971450 2.141226
## Unhealthy 2.943089 0.04028290 2.864100 3.022079
## ─────────────────────────────────────────────────────────────────
Rely
##
## ANOVA
##
## ANOVA - wrely
## ────────────────────────────────────────────────────────────────────────────────
## Sum of Squares df Mean Square F p
## ────────────────────────────────────────────────────────────────────────────────
## group2 514.0194 4 128.5048622 699.8680 < .0000001
## Residuals 485.6564 2645 0.1836130
## ────────────────────────────────────────────────────────────────────────────────
##
##
## POST HOC TESTS
##
## Post Hoc Comparisons - group2
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 group2 Mean Difference SE df t p-tukey
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Healthy - High Rely 0.1264410 0.02017339 2645.000 6.267714 < .0000001
## - Un-Men High 0.6298666 0.04679888 2645.000 13.459011 < .0000001
## - Un-Men Rely 1.6239558 0.03157961 2645.000 51.424191 < .0000001
## - Unhealthy 0.3934603 0.02940186 2645.000 13.382158 < .0000001
## High Rely - Un-Men High 0.5034256 0.04840419 2645.000 10.400455 < .0000001
## - Un-Men Rely 1.4975147 0.03391315 2645.000 44.157348 < .0000001
## - Unhealthy 0.2670193 0.03189513 2645.000 8.371788 < .0000001
## Un-Men High - Un-Men Rely 0.9940891 0.05415968 2645.000 18.354781 < .0000001
## - Unhealthy -0.2364063 0.05291946 2645.000 -4.467285 0.0000807
## Un-Men Rely - Unhealthy -1.2304954 0.04009496 2645.000 -30.689533 < .0000001
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Note. Comparisons are based on estimated marginal means
##
##
## ESTIMATED MARGINAL MEANS
##
## GROUP2
##
## Estimated Marginal Means - group2
## ─────────────────────────────────────────────────────────────────
## group2 Mean SE Lower Upper
## ─────────────────────────────────────────────────────────────────
## Healthy 3.955709 0.01127244 3.933606 3.977813
## High Rely 3.829268 0.01673015 3.796463 3.862074
## Un-Men High 3.325843 0.04542100 3.236778 3.414907
## Un-Men Rely 2.331754 0.02949922 2.273910 2.389597
## Unhealthy 3.562249 0.02715514 3.509002 3.615496
## ─────────────────────────────────────────────────────────────────
Openness
##
## ANOVA
##
## ANOVA - wopen
## ────────────────────────────────────────────────────────────────────────────────
## Sum of Squares df Mean Square F p
## ────────────────────────────────────────────────────────────────────────────────
## group2 673.6271 4 168.4067651 436.1063 < .0000001
## Residuals 1020.6207 2643 0.3861599
## ────────────────────────────────────────────────────────────────────────────────
##
##
## POST HOC TESTS
##
## Post Hoc Comparisons - group2
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 group2 Mean Difference SE df t p-tukey
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Healthy - High Rely 0.5476970 0.02925308 2643.000 18.722709 < .0000001
## - Un-Men High 0.9506351 0.06787382 2643.000 14.005916 < .0000001
## - Un-Men Rely 1.7398422 0.04561730 2643.000 38.139967 < .0000001
## - Unhealthy 0.6933861 0.04272092 2643.000 16.230598 < .0000001
## High Rely - Un-Men High 0.4029381 0.07019001 2643.000 5.740676 0.0000001
## - Un-Men Rely 1.1921453 0.04899714 2643.000 24.330915 < .0000001
## - Unhealthy 0.1456891 0.04631262 2643.000 3.145775 0.0144551
## Un-Men High - Un-Men Rely 0.7892072 0.07843362 2643.000 10.062103 < .0000001
## - Unhealthy -0.2572490 0.07678523 2643.000 -3.350241 0.0073115
## Un-Men Rely - Unhealthy -1.0464562 0.05805216 2643.000 -18.026135 < .0000001
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Note. Comparisons are based on estimated marginal means
##
##
## ESTIMATED MARGINAL MEANS
##
## GROUP2
##
## Estimated Marginal Means - group2
## ─────────────────────────────────────────────────────────────────
## group2 Mean SE Lower Upper
## ─────────────────────────────────────────────────────────────────
## Healthy 3.782096 0.01637011 3.749996 3.814195
## High Rely 3.234399 0.02424381 3.186860 3.281938
## Un-Men High 2.831461 0.06587014 2.702298 2.960623
## Un-Men Rely 2.042254 0.04257884 1.958762 2.125745
## Unhealthy 3.088710 0.03946006 3.011334 3.166085
## ─────────────────────────────────────────────────────────────────
Demanding
##
## ANOVA
##
## ANOVA - wdemand
## ────────────────────────────────────────────────────────────────────────────────
## Sum of Squares df Mean Square F p
## ────────────────────────────────────────────────────────────────────────────────
## group2 501.4933 4 125.3733192 194.8866 < .0000001
## Residuals 1697.7060 2639 0.6433142
## ────────────────────────────────────────────────────────────────────────────────
##
##
## POST HOC TESTS
##
## Post Hoc Comparisons - group2
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 group2 Mean Difference SE df t p-tukey
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Healthy - High Rely -0.74793456 0.03781662 2639.000 -19.7779329 < .0000001
## - Un-Men High -0.70659743 0.08854858 2639.000 -7.9797712 < .0000001
## - Un-Men Rely -1.30746756 0.05875863 2639.000 -22.2514976 < .0000001
## - Unhealthy -0.59786551 0.05514023 2639.000 -10.8426378 < .0000001
## High Rely - Un-Men High 0.04133713 0.09153183 2639.000 0.4516148 0.9914197
## - Un-Men Rely -0.55953300 0.06316488 2639.000 -8.8582932 < .0000001
## - Unhealthy 0.15006905 0.05981362 2639.000 2.5089444 0.0889067
## Un-Men High - Un-Men Rely -0.60087013 0.10198312 2639.000 -5.8918587 < .0000001
## - Unhealthy 0.10873192 0.09994210 2639.000 1.0879491 0.8128522
## Un-Men Rely - Unhealthy 0.70960205 0.07483415 2639.000 9.4823296 < .0000001
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Note. Comparisons are based on estimated marginal means
##
##
## ESTIMATED MARGINAL MEANS
##
## GROUP2
##
## Estimated Marginal Means - group2
## ─────────────────────────────────────────────────────────────────
## group2 Mean SE Lower Upper
## ─────────────────────────────────────────────────────────────────
## Healthy 1.603747 0.02112903 1.562316 1.645179
## High Rely 2.351682 0.03136337 2.290183 2.413181
## Un-Men High 2.310345 0.08599079 2.141729 2.478961
## Un-Men Rely 2.911215 0.05482829 2.803704 3.018726
## Unhealthy 2.201613 0.05093141 2.101743 2.301482
## ─────────────────────────────────────────────────────────────────
Criticize
##
## ANOVA
##
## ANOVA - wcrit
## ────────────────────────────────────────────────────────────────────────────────
## Sum of Squares df Mean Square F p
## ────────────────────────────────────────────────────────────────────────────────
## group2 472.5760 4 118.1439969 205.4633 < .0000001
## Residuals 1519.1837 2642 0.5750128
## ────────────────────────────────────────────────────────────────────────────────
##
##
## POST HOC TESTS
##
## Post Hoc Comparisons - group2
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 group2 Mean Difference SE df t p-tukey
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Healthy - High Rely -0.81012678 0.03569660 2642.000 -22.6947905 < .0000001
## - Un-Men High -0.65831313 0.08282424 2642.000 -7.9483146 < .0000001
## - Un-Men Rely -1.10520734 0.05577958 2642.000 -19.8138335 < .0000001
## - Unhealthy -0.69482998 0.05213096 2642.000 -13.3285470 < .0000001
## High Rely - Un-Men High 0.15181366 0.08565061 2642.000 1.7724760 0.3899477
## - Un-Men Rely -0.29508055 0.05989603 2642.000 -4.9265464 0.0000088
## - Unhealthy 0.11529680 0.05651380 2642.000 2.0401531 0.2470850
## Un-Men High - Un-Men Rely -0.44689421 0.09577652 2642.000 -4.6660101 0.0000317
## - Unhealthy -0.03651685 0.09369855 2642.000 -0.3897270 0.9951258
## Un-Men Rely - Unhealthy 0.41037736 0.07092901 2642.000 5.7857478 < .0000001
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Note. Comparisons are based on estimated marginal means
##
##
## ESTIMATED MARGINAL MEANS
##
## GROUP2
##
## Estimated Marginal Means - group2
## ─────────────────────────────────────────────────────────────────
## group2 Mean SE Lower Upper
## ─────────────────────────────────────────────────────────────────
## Healthy 1.555170 0.01997592 1.516000 1.594340
## High Rely 2.365297 0.02958394 2.307287 2.423307
## Un-Men High 2.213483 0.08037921 2.055871 2.371096
## Un-Men Rely 2.660377 0.05207998 2.558256 2.762499
## Unhealthy 2.250000 0.04815184 2.155581 2.344419
## ─────────────────────────────────────────────────────────────────
Letting Down
##
## ANOVA
##
## ANOVA - wdown
## ────────────────────────────────────────────────────────────────────────────────
## Sum of Squares df Mean Square F p
## ────────────────────────────────────────────────────────────────────────────────
## group2 661.6136 4 165.4034063 344.9761 < .0000001
## Residuals 1263.3860 2635 0.4794634
## ────────────────────────────────────────────────────────────────────────────────
##
##
## POST HOC TESTS
##
## Post Hoc Comparisons - group2
## ──────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 group2 Mean Difference SE df t p-tukey
## ──────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Healthy - High Rely -0.839602981 0.03269912 2635.000 -25.67662255 < .0000001
## - Un-Men High -0.843251214 0.07603405 2635.000 -11.09044161 < .0000001
## - Un-Men Rely -1.502288773 0.05083042 2635.000 -29.55491684 < .0000001
## - Unhealthy -0.754688461 0.04768519 2635.000 -15.82647647 < .0000001
## High Rely - Un-Men High -0.003648233 0.07864446 2635.000 -0.04638895 0.9999990
## - Un-Men Rely -0.662685792 0.05465807 2635.000 -12.12420762 < .0000001
## - Unhealthy 0.084914520 0.05174602 2635.000 1.64098662 0.4711911
## Un-Men High - Un-Men Rely -0.659037559 0.08774651 2635.000 -7.51069863 < .0000001
## - Unhealthy 0.088562753 0.08596275 2635.000 1.03024567 0.8414117
## Un-Men Rely - Unhealthy 0.747600312 0.06474681 2635.000 11.54652012 < .0000001
## ──────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Note. Comparisons are based on estimated marginal means
##
##
## ESTIMATED MARGINAL MEANS
##
## GROUP2
##
## Estimated Marginal Means - group2
## ─────────────────────────────────────────────────────────────────
## group2 Mean SE Lower Upper
## ─────────────────────────────────────────────────────────────────
## Healthy 1.281749 0.01824088 1.245981 1.317517
## High Rely 2.121352 0.02713859 2.068137 2.174567
## Un-Men High 2.125000 0.07381360 1.980262 2.269738
## Un-Men Rely 2.784038 0.04744472 2.691005 2.877070
## Unhealthy 2.036437 0.04405845 1.950045 2.122830
## ─────────────────────────────────────────────────────────────────
Get on Nerves
##
## ANOVA
##
## ANOVA - wnerve
## ────────────────────────────────────────────────────────────────────────────────
## Sum of Squares df Mean Square F p
## ────────────────────────────────────────────────────────────────────────────────
## group2 495.4537 4 123.8634222 269.7895 < .0000001
## Residuals 1213.8902 2644 0.4591113
## ────────────────────────────────────────────────────────────────────────────────
##
##
## POST HOC TESTS
##
## Post Hoc Comparisons - group2
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 group2 Mean Difference SE df t p-tukey
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Healthy - High Rely -0.79544478 0.03189679 2644.000 -24.9380785 < .0000001
## - Un-Men High -0.61770462 0.07400784 2644.000 -8.3464760 < .0000001
## - Un-Men Rely -1.21120570 0.04973990 2644.000 -24.3507850 < .0000001
## - Unhealthy -0.67582474 0.04650190 2644.000 -14.5332726 < .0000001
## High Rely - Un-Men High 0.17774015 0.07653335 2644.000 2.3223884 0.1380477
## - Un-Men Rely -0.41576093 0.05342520 2644.000 -7.7821134 < .0000001
## - Unhealthy 0.11962003 0.05042440 2644.000 2.3722650 0.1232480
## Un-Men High - Un-Men Rely -0.59350108 0.08552196 2644.000 -6.9397507 < .0000001
## - Unhealthy -0.05812012 0.08368019 2644.000 -0.6945505 0.9577179
## Un-Men Rely - Unhealthy 0.53538096 0.06323980 2644.000 8.4658863 < .0000001
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Note. Comparisons are based on estimated marginal means
##
##
## ESTIMATED MARGINAL MEANS
##
## GROUP2
##
## Estimated Marginal Means - group2
## ─────────────────────────────────────────────────────────────────
## group2 Mean SE Lower Upper
## ─────────────────────────────────────────────────────────────────
## Healthy 1.741846 0.01784954 1.706845 1.776846
## High Rely 2.537291 0.02643482 2.485456 2.589126
## Un-Men High 2.359551 0.07182307 2.218715 2.500386
## Un-Men Rely 2.953052 0.04642685 2.862015 3.044088
## Unhealthy 2.417671 0.04293973 2.333472 2.501870
## ─────────────────────────────────────────────────────────────────
Predicting Group Membership
by age, race, dementia, chronic conditions, ADL, IADL, marital length
Checking correlations between predictors
## # Correlation Matrix (pearson-method)
##
## Parameter1 | Parameter2 | r | 95% CI | t | df | p
## --------------------------------------------------------------------------------
## mage | wage | 0.85 | [ 0.84, 0.86] | 82.35 | 2659 | < .001***
## mage | mrace | -0.20 | [-0.24, -0.16] | -10.50 | 2654 | < .001***
## mage | wrace | -0.21 | [-0.25, -0.18] | -11.21 | 2654 | < .001***
## mage | mdemen | 0.10 | [ 0.06, 0.13] | 5.03 | 2641 | < .001***
## mage | wdemen | 0.07 | [ 0.04, 0.11] | 3.82 | 2651 | < .001***
## mage | mchron | 0.37 | [ 0.34, 0.40] | 20.48 | 2659 | < .001***
## mage | wchron | 0.31 | [ 0.28, 0.35] | 16.95 | 2659 | < .001***
## mage | madl | 0.07 | [ 0.04, 0.11] | 3.79 | 2659 | < .001***
## mage | wadl | 0.07 | [ 0.04, 0.11] | 3.82 | 2659 | < .001***
## mage | miadl | 0.12 | [ 0.09, 0.16] | 6.48 | 2659 | < .001***
## mage | wiadl | 0.07 | [ 0.03, 0.11] | 3.67 | 2659 | < .001***
## mage | mleng | 0.61 | [ 0.59, 0.64] | 39.67 | 2604 | < .001***
## mage | wleng | 0.62 | [ 0.60, 0.64] | 40.28 | 2608 | < .001***
## wage | mrace | -0.23 | [-0.26, -0.19] | -11.99 | 2654 | < .001***
## wage | wrace | -0.24 | [-0.28, -0.21] | -12.97 | 2654 | < .001***
## wage | mdemen | 0.09 | [ 0.05, 0.13] | 4.67 | 2641 | < .001***
## wage | wdemen | 0.08 | [ 0.04, 0.12] | 4.10 | 2651 | < .001***
## wage | mchron | 0.31 | [ 0.27, 0.34] | 16.64 | 2659 | < .001***
## wage | wchron | 0.35 | [ 0.32, 0.38] | 19.27 | 2659 | < .001***
## wage | madl | 0.05 | [ 0.01, 0.09] | 2.52 | 2659 | 0.012*
## wage | wadl | 0.10 | [ 0.06, 0.14] | 5.15 | 2659 | < .001***
## wage | miadl | 0.11 | [ 0.07, 0.14] | 5.52 | 2659 | < .001***
## wage | wiadl | 0.09 | [ 0.05, 0.13] | 4.73 | 2659 | < .001***
## wage | mleng | 0.67 | [ 0.65, 0.69] | 45.73 | 2604 | < .001***
## wage | wleng | 0.66 | [ 0.64, 0.69] | 45.43 | 2608 | < .001***
## mrace | wrace | 0.70 | [ 0.68, 0.72] | 50.61 | 2649 | < .001***
## mrace | mdemen | 8.46e-03 | [-0.03, 0.05] | 0.43 | 2636 | 0.664
## mrace | wdemen | -0.01 | [-0.05, 0.02] | -0.75 | 2646 | 0.453
## mrace | mchron | -0.08 | [-0.12, -0.04] | -4.08 | 2654 | < .001***
## mrace | wchron | -0.04 | [-0.07, 0.00] | -1.90 | 2654 | 0.057
## mrace | madl | 0.08 | [ 0.05, 0.12] | 4.29 | 2654 | < .001***
## mrace | wadl | 0.06 | [ 0.02, 0.10] | 2.97 | 2654 | 0.003**
## mrace | miadl | 0.09 | [ 0.05, 0.12] | 4.44 | 2654 | < .001***
## mrace | wiadl | 0.06 | [ 0.02, 0.10] | 2.96 | 2654 | 0.003**
## mrace | mleng | -0.15 | [-0.19, -0.11] | -7.81 | 2599 | < .001***
## mrace | wleng | -0.15 | [-0.18, -0.11] | -7.55 | 2603 | < .001***
## wrace | mdemen | -0.02 | [-0.06, 0.02] | -0.98 | 2636 | 0.328
## wrace | wdemen | -0.02 | [-0.06, 0.02] | -1.11 | 2647 | 0.266
## wrace | mchron | -0.10 | [-0.14, -0.06] | -5.19 | 2654 | < .001***
## wrace | wchron | -0.07 | [-0.11, -0.03] | -3.71 | 2654 | < .001***
## wrace | madl | 0.07 | [ 0.04, 0.11] | 3.84 | 2654 | < .001***
## wrace | wadl | 0.05 | [ 0.01, 0.09] | 2.43 | 2654 | 0.015*
## wrace | miadl | 0.05 | [ 0.01, 0.08] | 2.42 | 2654 | 0.015*
## wrace | wiadl | 0.04 | [ 0.00, 0.08] | 2.14 | 2654 | 0.032*
## wrace | mleng | -0.17 | [-0.21, -0.13] | -8.69 | 2599 | < .001***
## wrace | wleng | -0.16 | [-0.20, -0.12] | -8.28 | 2604 | < .001***
## mdemen | wdemen | 8.96e-03 | [-0.03, 0.05] | 0.46 | 2633 | 0.646
## mdemen | mchron | 0.05 | [ 0.02, 0.09] | 2.75 | 2641 | 0.006**
## mdemen | wchron | 0.03 | [ 0.00, 0.07] | 1.71 | 2641 | 0.088
## mdemen | madl | 0.07 | [ 0.03, 0.11] | 3.52 | 2641 | < .001***
## mdemen | wadl | 0.02 | [-0.02, 0.05] | 0.82 | 2641 | 0.412
## mdemen | miadl | 0.18 | [ 0.14, 0.21] | 9.17 | 2641 | < .001***
## mdemen | wiadl | 0.02 | [-0.02, 0.06] | 0.95 | 2641 | 0.341
## mdemen | mleng | 0.04 | [ 0.00, 0.08] | 1.99 | 2587 | 0.047*
## mdemen | wleng | 0.03 | [ 0.00, 0.07] | 1.71 | 2590 | 0.087
## wdemen | mchron | 0.04 | [ 0.01, 0.08] | 2.24 | 2651 | 0.025*
## wdemen | wchron | 0.09 | [ 0.05, 0.13] | 4.71 | 2651 | < .001***
## wdemen | madl | -6.45e-03 | [-0.04, 0.03] | -0.33 | 2651 | 0.740
## wdemen | wadl | 0.10 | [ 0.06, 0.14] | 5.08 | 2651 | < .001***
## wdemen | miadl | 0.02 | [-0.01, 0.06] | 1.19 | 2651 | 0.234
## wdemen | wiadl | 0.19 | [ 0.15, 0.22] | 9.85 | 2651 | < .001***
## wdemen | mleng | 0.08 | [ 0.04, 0.11] | 3.92 | 2596 | < .001***
## wdemen | wleng | 0.08 | [ 0.04, 0.12] | 3.94 | 2601 | < .001***
## mchron | wchron | 0.26 | [ 0.23, 0.30] | 13.93 | 2659 | < .001***
## mchron | madl | 0.26 | [ 0.22, 0.29] | 13.81 | 2659 | < .001***
## mchron | wadl | 0.07 | [ 0.03, 0.11] | 3.60 | 2659 | < .001***
## mchron | miadl | 0.24 | [ 0.20, 0.27] | 12.50 | 2659 | < .001***
## mchron | wiadl | 0.06 | [ 0.02, 0.10] | 3.10 | 2659 | 0.002**
## mchron | mleng | 0.21 | [ 0.17, 0.24] | 10.87 | 2604 | < .001***
## mchron | wleng | 0.21 | [ 0.17, 0.24] | 10.86 | 2608 | < .001***
## wchron | madl | 0.10 | [ 0.07, 0.14] | 5.34 | 2659 | < .001***
## wchron | wadl | 0.26 | [ 0.23, 0.30] | 14.04 | 2659 | < .001***
## wchron | miadl | 0.11 | [ 0.07, 0.15] | 5.84 | 2659 | < .001***
## wchron | wiadl | 0.25 | [ 0.21, 0.28] | 13.15 | 2659 | < .001***
## wchron | mleng | 0.23 | [ 0.19, 0.26] | 11.88 | 2604 | < .001***
## wchron | wleng | 0.22 | [ 0.19, 0.26] | 11.76 | 2608 | < .001***
## madl | wadl | 0.09 | [ 0.05, 0.13] | 4.79 | 2659 | < .001***
## madl | miadl | 0.54 | [ 0.51, 0.57] | 33.14 | 2659 | < .001***
## madl | wiadl | 0.08 | [ 0.05, 0.12] | 4.29 | 2659 | < .001***
## madl | mleng | 0.02 | [-0.02, 0.05] | 0.84 | 2604 | 0.399
## madl | wleng | 0.01 | [-0.03, 0.05] | 0.60 | 2608 | 0.546
## wadl | miadl | 0.12 | [ 0.08, 0.16] | 6.17 | 2659 | < .001***
## wadl | wiadl | 0.65 | [ 0.62, 0.67] | 43.81 | 2659 | < .001***
## wadl | mleng | 0.05 | [ 0.01, 0.09] | 2.43 | 2604 | 0.015*
## wadl | wleng | 0.05 | [ 0.01, 0.09] | 2.46 | 2608 | 0.014*
## miadl | wiadl | 0.11 | [ 0.07, 0.15] | 5.65 | 2659 | < .001***
## miadl | mleng | 0.06 | [ 0.02, 0.09] | 2.85 | 2604 | 0.004**
## miadl | wleng | 0.05 | [ 0.02, 0.09] | 2.79 | 2608 | 0.005**
## wiadl | mleng | 0.05 | [ 0.01, 0.09] | 2.71 | 2604 | 0.007**
## wiadl | wleng | 0.06 | [ 0.02, 0.09] | 2.86 | 2608 | 0.004**
## mleng | wleng | 0.99 | [ 0.99, 0.99] | 339.32 | 2554 | < .001***
##
## p-value adjustment method: none
## Observations: 2556-2661Correlation with study variables
## # Correlation Matrix (pearson-method)
##
## Parameter1 | Parameter2 | r | 95% CI | t | df | p
## ---------------------------------------------------------------------------
## age_yrs | avg_mar2 | -0.07 | [-0.11, -0.04] | -3.86 | 2658 | < .001***
## age_yrs | mchron | 0.12 | [ 0.08, 0.16] | 6.23 | 2659 | < .001***
## age_yrs | madl | 0.05 | [ 0.01, 0.08] | 2.36 | 2659 | 0.018*
## age_yrs | miadl | 0.04 | [ 0.00, 0.07] | 1.84 | 2659 | 0.066
## age_yrs | wchron | -0.06 | [-0.10, -0.02] | -3.14 | 2659 | 0.002**
## age_yrs | wadl | -0.04 | [-0.08, -0.01] | -2.28 | 2659 | 0.022*
## age_yrs | wiadl | -0.04 | [-0.07, 0.00] | -1.82 | 2659 | 0.070
## avg_mar2 | mchron | 0.20 | [ 0.17, 0.24] | 10.80 | 2658 | < .001***
## avg_mar2 | madl | 0.01 | [-0.02, 0.05] | 0.71 | 2658 | 0.480
## avg_mar2 | miadl | 0.05 | [ 0.02, 0.09] | 2.84 | 2658 | 0.005**
## avg_mar2 | wchron | 0.22 | [ 0.19, 0.26] | 11.73 | 2658 | < .001***
## avg_mar2 | wadl | 0.05 | [ 0.01, 0.08] | 2.39 | 2658 | 0.017*
## avg_mar2 | wiadl | 0.05 | [ 0.01, 0.09] | 2.72 | 2658 | 0.006**
## mchron | madl | 0.26 | [ 0.22, 0.29] | 13.81 | 2659 | < .001***
## mchron | miadl | 0.24 | [ 0.20, 0.27] | 12.50 | 2659 | < .001***
## mchron | wchron | 0.26 | [ 0.23, 0.30] | 13.93 | 2659 | < .001***
## mchron | wadl | 0.07 | [ 0.03, 0.11] | 3.60 | 2659 | < .001***
## mchron | wiadl | 0.06 | [ 0.02, 0.10] | 3.10 | 2659 | 0.002**
## madl | miadl | 0.54 | [ 0.51, 0.57] | 33.14 | 2659 | < .001***
## madl | wchron | 0.10 | [ 0.07, 0.14] | 5.34 | 2659 | < .001***
## madl | wadl | 0.09 | [ 0.05, 0.13] | 4.79 | 2659 | < .001***
## madl | wiadl | 0.08 | [ 0.05, 0.12] | 4.29 | 2659 | < .001***
## miadl | wchron | 0.11 | [ 0.07, 0.15] | 5.84 | 2659 | < .001***
## miadl | wadl | 0.12 | [ 0.08, 0.16] | 6.17 | 2659 | < .001***
## miadl | wiadl | 0.11 | [ 0.07, 0.15] | 5.65 | 2659 | < .001***
## wchron | wadl | 0.26 | [ 0.23, 0.30] | 14.04 | 2659 | < .001***
## wchron | wiadl | 0.25 | [ 0.21, 0.28] | 13.15 | 2659 | < .001***
## wadl | wiadl | 0.65 | [ 0.62, 0.67] | 43.81 | 2659 | < .001***
##
## p-value adjustment method: none
## Observations: 2660-2661Little’s MCAR Test
## # A tibble: 1 × 4
## statistic df p.value missing.patterns
## <dbl> <dbl> <dbl> <int>
## 1 22.0 16 0.144 3## # A tibble: 9 × 3
## variable n_miss pct_miss
## <chr> <int> <num>
## 1 mix_race 10 0.376
## 2 avg_mar2 1 0.0376
## 3 age_yrs 0 0
## 4 mchron 0 0
## 5 madl 0 0
## 6 miadl 0 0
## 7 wchron 0 0
## 8 wadl 0 0
## 9 wiadl 0 0Multinomial Regression
## # weights: 55 (40 variable)
## initial value 4265.010468
## iter 10 value 3370.131136
## iter 20 value 3247.565267
## iter 30 value 3167.695307
## iter 40 value 3148.247850
## final value 3147.161438
## converged## Call:
## multinom(formula = group2 ~ age_yrs + avg_mar2 + mix_race + mchron +
## madl + miadl + wchron + wadl + wiadl, data = predict2)
##
## Coefficients:
## (Intercept) age_yrs avg_mar2 mix_race1 mchron
## High Rely -1.199261 -0.009447815 -0.0010500231 0.2340631 0.08569671
## Un-Men High -3.313994 -0.009237812 0.0032766427 0.1890594 -0.09109784
## Un-Men Rely -2.293654 -0.001290494 -0.0076146621 0.1384905 0.11643983
## Unhealthy -2.148847 -0.009293051 0.0001068792 0.6979085 0.02391245
## madl miadl wchron wadl wiadl
## High Rely 0.1954988 -0.06187402 0.11423543 -0.003182111 0.01116687
## Un-Men High 0.3339951 0.01725510 0.11681087 0.305748254 0.42167911
## Un-Men Rely 0.0637640 0.33347952 0.13305297 0.025482265 0.04735063
## Unhealthy 0.2037688 0.13999477 0.07448804 0.270879167 -0.07006667
##
## Std. Errors:
## (Intercept) age_yrs avg_mar2 mix_race1 mchron madl
## High Rely 0.1374425 0.00854930 0.003054245 0.1701122 0.03451813 0.07306352
## Un-Men High 0.3302396 0.02066148 0.007086514 0.3988601 0.08414058 0.13720833
## Un-Men Rely 0.2127154 0.01268983 0.004624555 0.2611866 0.05240601 0.10305068
## Unhealthy 0.2003738 0.01236486 0.004419869 0.2120828 0.05046437 0.09589369
## miadl wchron wadl wiadl
## High Rely 0.09816299 0.03560052 0.08324788 0.1090352
## Un-Men High 0.18285088 0.07923913 0.11568475 0.1455319
## Un-Men Rely 0.11532070 0.05445282 0.12101594 0.1556284
## Unhealthy 0.12000400 0.05142718 0.09622723 0.1429734
##
## Residual Deviance: 6294.323
## AIC: 6374.323p-values
## (Intercept) age_yrs avg_mar2 mix_race1 mchron
## High Rely 0 0.2691171 0.73100321 0.1688423592 0.01304063
## Un-Men High 0 0.6548007 0.64381083 0.6355004259 0.27894775
## Un-Men Rely 0 0.9189987 0.09964607 0.5959483126 0.02629144
## Unhealthy 0 0.4523099 0.98070781 0.0009992579 0.63560823
## madl miadl wchron wadl wiadl
## High Rely 0.007456501 0.528485753 0.001332838 0.969508664 0.918427059
## Un-Men High 0.014923977 0.924817588 0.140439472 0.008218873 0.003761458
## Un-Men Rely 0.536072171 0.003830934 0.014547424 0.833223223 0.760934041
## Unhealthy 0.033591241 0.243378302 0.147500266 0.004877802 0.624085816Odds Ratios
## (Intercept) age_yrs avg_mar2 mix_race1 mchron madl
## High Rely 0.30141679 0.9905967 0.9989505 1.263724 1.0894758 1.215917
## Un-Men High 0.03637063 0.9908047 1.0032820 1.208113 0.9129284 1.396536
## Un-Men Rely 0.10089711 0.9987103 0.9924143 1.148539 1.1234899 1.065841
## Unhealthy 0.11661858 0.9907500 1.0001069 2.009545 1.0242006 1.226015
## miadl wchron wadl wiadl
## High Rely 0.9400013 1.121016 0.9968229 1.0112295
## Un-Men High 1.0174048 1.123907 1.3576405 1.5245192
## Un-Men Rely 1.3958165 1.142311 1.0258097 1.0484896
## Unhealthy 1.1502678 1.077332 1.3111166 0.9323317Predicting Outcomes
Focusing on loneliness and life satisfaction predicted by groups
Using MANCOVA
##
## MANCOVA
##
## Multivariate Tests
## ─────────────────────────────────────────────────────────────────────────────────────────────
## value F df1 df2 p
## ─────────────────────────────────────────────────────────────────────────────────────────────
## group2 Pillai's Trace 0.282830484 43.8264540 16 9216 < .0000001
## Wilks' Lambda 0.7219325 49.4519336 16 7030 < .0000001
## Hotelling's Trace 0.378584710 54.4097213 16 9198 < .0000001
## Roy's Largest Root 0.360429789 207.6075587 4 2304 < .0000001
##
## age_yrs Pillai's Trace 0.001472933 0.8485545 4 2301 0.4943036
## Wilks' Lambda 0.9985271 0.8485545 4 2301 0.4943036
## Hotelling's Trace 0.001475106 0.8485545 4 2301 0.4943036
## Roy's Largest Root 0.001475106 0.8485545 4 2301 0.4943036
##
## avg_mar2 Pillai's Trace 0.016485468 9.6422221 4 2301 < .0000001
## Wilks' Lambda 0.9835145 9.6422221 4 2301 < .0000001
## Hotelling's Trace 0.016761794 9.6422221 4 2301 < .0000001
## Roy's Largest Root 0.016761794 9.6422221 4 2301 < .0000001
##
## mix_race Pillai's Trace 5.745584e-4 0.3307047 4 2301 0.8574591
## Wilks' Lambda 0.9994254 0.3307047 4 2301 0.8574591
## Hotelling's Trace 5.748887e-4 0.3307047 4 2301 0.8574591
## Roy's Largest Root 5.748887e-4 0.3307047 4 2301 0.8574591
##
## mchron Pillai's Trace 0.044255628 26.6368821 4 2301 < .0000001
## Wilks' Lambda 0.9557444 26.6368821 4 2301 < .0000001
## Hotelling's Trace 0.046304880 26.6368821 4 2301 < .0000001
## Roy's Largest Root 0.046304880 26.6368821 4 2301 < .0000001
##
## madl Pillai's Trace 0.021262903 12.4972122 4 2301 < .0000001
## Wilks' Lambda 0.9787371 12.4972122 4 2301 < .0000001
## Hotelling's Trace 0.021724836 12.4972122 4 2301 < .0000001
## Roy's Largest Root 0.021724836 12.4972122 4 2301 < .0000001
##
## miadl Pillai's Trace 0.006051065 3.5020664 4 2301 0.0073854
## Wilks' Lambda 0.9939489 3.5020664 4 2301 0.0073854
## Hotelling's Trace 0.006087903 3.5020664 4 2301 0.0073854
## Roy's Largest Root 0.006087903 3.5020664 4 2301 0.0073854
##
## wchron Pillai's Trace 0.027700441 16.3886514 4 2301 < .0000001
## Wilks' Lambda 0.9722996 16.3886514 4 2301 < .0000001
## Hotelling's Trace 0.028489616 16.3886514 4 2301 < .0000001
## Roy's Largest Root 0.028489616 16.3886514 4 2301 < .0000001
##
## wadl Pillai's Trace 0.013572536 7.9150285 4 2301 0.0000025
## Wilks' Lambda 0.9864275 7.9150285 4 2301 0.0000025
## Hotelling's Trace 0.013759285 7.9150285 4 2301 0.0000025
## Roy's Largest Root 0.013759285 7.9150285 4 2301 0.0000025
##
## wiadl Pillai's Trace 0.005461733 3.1591160 4 2301 0.0133625
## Wilks' Lambda 0.9945383 3.1591160 4 2301 0.0133625
## Hotelling's Trace 0.005491727 3.1591160 4 2301 0.0133625
## Roy's Largest Root 0.005491727 3.1591160 4 2301 0.0133625
## ─────────────────────────────────────────────────────────────────────────────────────────────
##
##
## Univariate Tests
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## Dependent Variable Sum of Squares df Mean Square F p
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────
## group2 mlonely 54.543467183 4 13.635866796 99.42159870 < .0000001
## mlifesat 382.472151773 4 95.618037943 60.02308923 < .0000001
## wlonely 67.006794864 4 16.751698716 109.95065221 < .0000001
## wlifesat 547.656471272 4 136.914117818 78.38945031 < .0000001
## age_yrs mlonely 0.406907735 1 0.406907735 2.96683871 0.0851220
## mlifesat 0.055540076 1 0.055540076 0.03486462 0.8518961
## wlonely 0.041458070 1 0.041458070 0.27211221 0.6019685
## wlifesat 0.149997171 1 0.149997171 0.08588008 0.7695080
## avg_mar2 mlonely 1.814230982 1 1.814230982 13.22788990 0.0002819
## mlifesat 40.834328166 1 40.834328166 25.63326518 0.0000004
## wlonely 0.540147940 1 0.540147940 3.54528931 0.0598406
## wlifesat 28.765915327 1 28.765915327 16.46977190 0.0000511
## mix_race mlonely 0.007404173 1 0.007404173 0.05398518 0.8162891
## mlifesat 0.140321925 1 0.140321925 0.08808542 0.7666522
## wlonely 0.051425446 1 0.051425446 0.33753361 0.5613132
## wlifesat 2.246280527 1 2.246280527 1.28609597 0.2568866
## mchron mlonely 4.378901608 1 4.378901608 31.92737249 < .0000001
## mlifesat 155.272279981 1 155.272279981 97.47033213 < .0000001
## wlonely 0.271000699 1 0.271000699 1.77872729 0.1824375
## wlifesat 17.851385102 1 17.851385102 10.22071564 0.0014075
## madl mlonely 1.732399181 1 1.732399181 12.63123927 0.0003870
## mlifesat 74.194105996 1 74.194105996 46.57447005 < .0000001
## wlonely 0.016083508 1 0.016083508 0.10556495 0.7452805
## wlifesat 2.052013744 1 2.052013744 1.17486956 0.2785163
## miadl mlonely 1.303530065 1 1.303530065 9.50427611 0.0020742
## mlifesat 11.144408310 1 11.144408310 6.99577014 0.0082257
## wlonely 0.028947336 1 0.028947336 0.18999736 0.6629597
## wlifesat 4.548235429 1 4.548235429 2.60406802 0.1067267
## wchron mlonely 0.236152884 1 0.236152884 1.72183387 0.1895879
## mlifesat 4.106095004 1 4.106095004 2.57755244 0.1085262
## wlonely 6.428099804 1 6.428099804 42.19116985 < .0000001
## wlifesat 82.567661054 1 82.567661054 47.27367540 < .0000001
## wadl mlonely 0.065408132 1 0.065408132 0.47690265 0.4898982
## mlifesat 18.715264994 1 18.715264994 11.74828562 0.0006197
## wlonely 1.425299696 1 1.425299696 9.35502923 0.0022493
## wlifesat 42.471873143 1 42.471873143 24.31704518 0.0000009
## wiadl mlonely 0.275292992 1 0.275292992 2.00721156 0.1566880
## mlifesat 0.066468973 1 0.066468973 0.04172511 0.8381627
## wlonely 0.517423906 1 0.517423906 3.39613892 0.0654776
## wlifesat 16.329328261 1 16.329328261 9.34927009 0.0022564
## Residuals mlonely 315.998108130 2304 0.137151957
## mlifesat 3670.320242740 2304 1.593020939
## wlonely 351.029421527 2304 0.152356520
## wlifesat 4024.140062439 2304 1.746588569
## ────────────────────────────────────────────────────────────────────────────────────────────────────────────## outcome = mlonely:
## group2 emmean SE df lower.CL upper.CL
## Healthy 1.37 0.0156 2304 1.33 1.41
## High Rely 1.57 0.0193 2304 1.52 1.62
## Un-Men High 1.78 0.0469 2304 1.66 1.90
## Un-Men Rely 1.66 0.0298 2304 1.58 1.74
## Unhealthy 1.77 0.0275 2304 1.70 1.85
##
## outcome = mlifesat:
## group2 emmean SE df lower.CL upper.CL
## Healthy 5.59 0.0530 2304 5.46 5.73
## High Rely 5.17 0.0658 2304 5.00 5.34
## Un-Men High 4.55 0.1600 2304 4.14 4.96
## Un-Men Rely 4.81 0.1020 2304 4.55 5.07
## Unhealthy 4.66 0.0938 2304 4.41 4.90
##
## outcome = wlonely:
## group2 emmean SE df lower.CL upper.CL
## Healthy 1.32 0.0164 2304 1.28 1.36
## High Rely 1.53 0.0204 2304 1.48 1.58
## Un-Men High 1.63 0.0494 2304 1.50 1.75
## Un-Men Rely 1.81 0.0314 2304 1.73 1.89
## Unhealthy 1.66 0.0290 2304 1.59 1.74
##
## outcome = wlifesat:
## group2 emmean SE df lower.CL upper.CL
## Healthy 5.67 0.0555 2304 5.53 5.82
## High Rely 5.04 0.0689 2304 4.86 5.21
## Un-Men High 4.82 0.1670 2304 4.38 5.25
## Un-Men Rely 4.34 0.1060 2304 4.07 4.61
## Unhealthy 4.85 0.0982 2304 4.60 5.10
##
## Results are averaged over the levels of: mix_race
## Confidence level used: 0.95
## Conf-level adjustment: bonferroni method for 5 estimates## outcome = mlonely:
## contrast estimate SE df t.ratio p.value
## Healthy - High Rely -0.1923 0.0188 2304 -10.254 <.0001
## Healthy - Un-Men High -0.4093 0.0468 2304 -8.739 <.0001
## Healthy - Un-Men Rely -0.2848 0.0296 2304 -9.619 <.0001
## Healthy - Unhealthy -0.3999 0.0279 2304 -14.344 <.0001
## High Rely - Un-Men High -0.2170 0.0481 2304 -4.514 0.0001
## High Rely - Un-Men Rely -0.0926 0.0316 2304 -2.926 0.0347
## High Rely - Unhealthy -0.2077 0.0301 2304 -6.903 <.0001
## Un-Men High - Un-Men Rely 0.1245 0.0532 2304 2.341 0.1930
## Un-Men High - Unhealthy 0.0094 0.0522 2304 0.180 1.0000
## Un-Men Rely - Unhealthy -0.1151 0.0377 2304 -3.054 0.0228
##
## outcome = mlifesat:
## contrast estimate SE df t.ratio p.value
## Healthy - High Rely 0.4204 0.0639 2304 6.578 <.0001
## Healthy - Un-Men High 1.0410 0.1600 2304 6.521 <.0001
## Healthy - Un-Men Rely 0.7812 0.1010 2304 7.740 <.0001
## Healthy - Unhealthy 0.9364 0.0950 2304 9.855 <.0001
## High Rely - Un-Men High 0.6206 0.1640 2304 3.788 0.0016
## High Rely - Un-Men Rely 0.3608 0.1080 2304 3.346 0.0083
## High Rely - Unhealthy 0.5160 0.1030 2304 5.033 <.0001
## Un-Men High - Un-Men Rely -0.2599 0.1810 2304 -1.434 1.0000
## Un-Men High - Unhealthy -0.1046 0.1780 2304 -0.589 1.0000
## Un-Men Rely - Unhealthy 0.1552 0.1280 2304 1.209 1.0000
##
## outcome = wlonely:
## contrast estimate SE df t.ratio p.value
## Healthy - High Rely -0.2088 0.0198 2304 -10.564 <.0001
## Healthy - Un-Men High -0.3044 0.0494 2304 -6.166 <.0001
## Healthy - Un-Men Rely -0.4862 0.0312 2304 -15.578 <.0001
## Healthy - Unhealthy -0.3429 0.0294 2304 -11.669 <.0001
## High Rely - Un-Men High -0.0956 0.0507 2304 -1.887 0.5934
## High Rely - Un-Men Rely -0.2774 0.0333 2304 -8.319 <.0001
## High Rely - Unhealthy -0.1341 0.0317 2304 -4.230 0.0002
## Un-Men High - Un-Men Rely -0.1818 0.0560 2304 -3.244 0.0119
## Un-Men High - Unhealthy -0.0385 0.0550 2304 -0.700 1.0000
## Un-Men Rely - Unhealthy 0.1433 0.0397 2304 3.608 0.0032
##
## outcome = wlifesat:
## contrast estimate SE df t.ratio p.value
## Healthy - High Rely 0.6388 0.0669 2304 9.546 <.0001
## Healthy - Un-Men High 0.8583 0.1670 2304 5.135 <.0001
## Healthy - Un-Men Rely 1.3348 0.1060 2304 12.632 <.0001
## Healthy - Unhealthy 0.8233 0.0995 2304 8.275 <.0001
## High Rely - Un-Men High 0.2196 0.1720 2304 1.280 1.0000
## High Rely - Un-Men Rely 0.6960 0.1130 2304 6.165 <.0001
## High Rely - Unhealthy 0.1845 0.1070 2304 1.719 0.8575
## Un-Men High - Un-Men Rely 0.4765 0.1900 2304 2.511 0.1210
## Un-Men High - Unhealthy -0.0350 0.1860 2304 -0.188 1.0000
## Un-Men Rely - Unhealthy -0.5115 0.1340 2304 -3.804 0.0015
##
## Results are averaged over the levels of: mix_race
## P value adjustment: bonferroni method for 10 tests