1597 lines
67 KiB
Markdown
1597 lines
67 KiB
Markdown
TIME DOMAIN n mean variance sd median q1 q3 min max
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<fct> <fct> <int> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
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1 Past Preferences 1063 0.783 0.518 0.720 0.6 0.2 1.2 0 5.8
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2 Past Personality 1063 0.962 0.566 0.752 0.8 0.4 1.4 0 5
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3 Past Values 1063 0.784 0.554 0.744 0.6 0.2 1 0 4.6
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4 Past Life 1063 1.22 1.08 1.04 1 0.4 1.8 0 6
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5 Future Preferences 1063 0.644 0.348 0.590 0.6 0.2 1 0 5.8
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6 Future Personality 1063 0.866 0.424 0.651 0.8 0.4 1.2 0 4.2
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7 Future Values 1063 0.587 0.281 0.530 0.4 0.2 0.8 0 4.4
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8 Future Life 1063 1.11 0.930 0.964 0.8 0.4 1.4 0 6
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\[1] **"Descriptive statistics by TEMPORAL\_DO, TIME, and DOMAIN:"**
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\# A tibble: 16 × 7
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TEMPORAL\_DO TIME DOMAIN n mean variance sd
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<fct> <fct> <fct> <int> <dbl> <dbl> <dbl>
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1 01PAST Past Preferences 536 0.759 0.515 0.718
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2 01PAST Past Personality 536 0.948 0.571 0.756
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3 01PAST Past Values 536 0.748 0.565 0.752
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4 01PAST Past Life 536 1.23 1.08 1.04
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5 01PAST Future Preferences 536 0.640 0.326 0.571
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6 01PAST Future Personality 536 0.909 0.433 0.658
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7 01PAST Future Values 536 0.614 0.287 0.535
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8 01PAST Future Life 536 1.18 1.05 1.02
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9 02FUT Past Preferences 527 0.808 0.521 0.722
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10 02FUT Past Personality 527 0.977 0.562 0.750
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11 02FUT Past Values 527 0.820 0.540 0.735
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12 02FUT Past Life 527 1.21 1.08 1.04
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13 02FUT Future Preferences 527 0.648 0.371 0.609
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14 02FUT Future Personality 527 0.822 0.411 0.641
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15 02FUT Future Values 527 0.559 0.274 0.524
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16 02FUT Future Life 527 1.03 0.801 0.895
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\[1] "Data after removing missing values: 8504 x6"
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\[1] "Missing values by TIME and DOMAIN:"
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\# A tibble: 8 × 5
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TIME DOMAIN n\_total n\_missing pct\_missing
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<fct> <fct> <int> <int> <dbl>
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1 Past Preferences 1063 0 0
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2 Past Personality 1063 0 0
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3 Past Values 1063 0 0
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4 Past Life 1063 0 0
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5 Future Preferences 1063 0 0
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6 Future Personality 1063 0 0
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7 Future Values 1063 0 0
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8 Future Life 1063 0 0
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\[1] "Outlier summary (IQR method):"
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\# A tibble: 8 × 11
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TIME DOMAIN n mean sd q1 q3 iqr lower\_bound upper\_bound
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<fct> <fct> <int> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
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1 Past Preferences 1063 0.783 0.720 0.2 1.2 1 -1.3 2.7
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2 Past Personality 1063 0.962 0.752 0.4 1.4 1 -1.1 2.9
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3 Past Values 1063 0.784 0.744 0.2 1 0.8 -1 2.2
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4 Past Life 1063 1.22 1.04 0.4 1.8 1.4 -1.7 3.9
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5 Future Preferences 1063 0.644 0.590 0.2 1 0.8 -1 2.2
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6 Future Personality 1063 0.866 0.651 0.4 1.2 0.8 -0.8 2.4
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7 Future Values 1063 0.587 0.530 0.2 0.8 0.6 -0.7 1.7
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8 Future Life 1063 1.11 0.964 0.4 1.4 1 -1.1 2.9
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\# ℹ 1 more variable: n\_outliers <int>
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\[1] "Anderson-Darling normality test results:"
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\# A tibble: 8 × 5
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TIME DOMAIN n ad\_statistic ad\_p\_value
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<fct> <fct> <dbl> <dbl> <dbl>
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1 Past Preferences 1063 32.9 0
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2 Past Personality 1063 27.2 0
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3 Past Values 1063 39.9 0
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4 Past Life 1063 32.4 0
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5 Future Preferences 1063 30.5 0
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6 Future Personality 1063 20.6 0
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7 Future Values 1063 33.9 0
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8 Future Life 1063 36.9 0
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\[1] "Homogeneity of variance across TIME within each DOMAIN:"
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\# A tibble: 4 × 3
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DOMAIN levene\_F levene\_p
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<fct> <dbl> <dbl>
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1 Preferences 23.3 1.48e- 6
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2 Personality 9.57 2.01e- 3
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3 Values 42.3 9.50e-11
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4 Life 6.78 9.27e- 3
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\[1] "Homogeneity of variance across DOMAIN within each TIME:"
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\# A tibble: 2 × 3
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TIME levene\_F levene\_p
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<fct> <dbl> <dbl>
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1 Past 41.9 1.13e-26
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2 Future 68.4 3.41e-43
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\[1] "=== CHECKING TEMPORAL\_DO VALUES ==="
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\[1] "Unique TEMPORAL\_DO values:"
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\[1] 01PAST 02FUT
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Levels: 01PAST 02FUT
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\[1] "TEMPORAL\_DO value counts:"
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01PAST 02FUT
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4288 4216
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\[1] "\\n=== OBSERVED F-MAX RATIOS: TEMPORAL\_DO within each TIME × DOMAIN combination ==="
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\# A tibble: 8 × 5
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TIME DOMAIN past\_var fut\_var f\_max\_ratio
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<fct> <fct> <dbl> <dbl> <dbl>
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1 Past Preferences 0.515 0.521 1.01
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2 Past Personality 0.571 0.562 1.02
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3 Past Values 0.565 0.540 1.05
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4 Past Life 1.08 1.08 1.00
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5 Future Preferences 0.326 0.371 1.14
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6 Future Personality 0.433 0.411 1.06
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7 Future Values 0.287 0.274 1.05
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8 Future Life 1.05 0.801 1.31
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\[1] "\\n=== HARTLEY'S F-MAX TEST RESULTS ==="
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\# A tibble: 8 × 5
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TIME DOMAIN observed\_ratio critical\_95 significant
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<fct> <fct> <dbl> <dbl> <lgl>
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1 Past Preferences 1.01 1.35 FALSE
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2 Past Personality 1.02 1.32 FALSE
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3 Past Values 1.05 1.38 FALSE
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4 Past Life 1.00 1.28 FALSE
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5 Future Preferences 1.14 1.57 FALSE
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6 Future Personality 1.06 1.32 FALSE
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7 Future Values 1.05 1.34 FALSE
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8 Future Life 1.31 1.63 FALSE
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\[1] "Data size for ANOVA: 8504 rows"
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\[1] "Number of participants: 1063"
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\[1] "Design factors: TIME (2), DOMAIN (4), TEMPORAL\_DO (2)"
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\[1] "Complete cases: 8504 out of 8504"
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\[1] "Design is balanced: each participant has data for all TIME × DOMAIN combinations"
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\[1] "\\n=== MIXED ANOVA RESULTS (with sphericity corrections) ==="
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Warning: Data is unbalanced (unequal N per group). Make sure you specified a well-considered value for the type
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argument to ezANOVA().
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\[1] "ANOVA Results:"
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Effect DFn DFd SSn SSd F
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1 (Intercept) 1 1061 6421.3415321 1944.0057 3504.6417249
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2 TEMPORAL\_DO 1 1061 0.7456337 1944.0057 0.4069522
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**3 TIME 1 1061 39.6689739 534.1210 78.8000944**
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**4 DOMAIN 3 3183 311.5536201 1597.6667 206.9007190**
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**5 TEMPORAL\_DO:TIME 1 1061 5.5224829 534.1210 10.9700889**
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6 TEMPORAL\_DO:DOMAIN 3 3183 3.7663764 1597.6667 2.5012259
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**7 TIME:DOMAIN 3 3183 3.1154311 904.9444 3.6526803**
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8 TEMPORAL\_DO:TIME:DOMAIN 3 3183 0.6564659 904.9444 0.7696720
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p
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1 0.00000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000
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2 0.52365818585252021932774368906393647193908691406250000000000000000000000000000000000000000000000000000000000000000000000000000000
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**3 0.00000000000000000287200875432473479121828208171507412771461531519889831542968750000000000000000000000000000000000000000000000000**
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**4 0.00000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000001337697**
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**5 0.00095717428775204211818805610789695492712780833244323730468750000000000000000000000000000000000000000000000000000000000000000000**
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6 0.05766070356738214885972126921842573210597038269042968750000000000000000000000000000000000000000000000000000000000000000000000000
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**7 0.01204956368720257880999824351420102175325155258178710937500000000000000000000000000000000000000000000000000000000000000000000000**
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8 0.51088655666805471433633556443965062499046325683593750000000000000000000000000000000000000000000000000000000000000000000000000000
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p<.05 ges
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1 \* 0.5631728577
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2 0.0001496810
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**3 \* 0.0079015460**
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**4 \* 0.0588693257**
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**5 \* 0.0011075401**
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6 0.0007556171
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**7 \* 0.0006251049**
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8 0.0001317836
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\[1] "\\nMauchly's Test of Sphericity:"
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Effect W
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5 DOMAIN 0.7291990
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6 TEMPORAL\_DO:DOMAIN 0.7291990
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7 TIME:DOMAIN 0.6398967
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8 TEMPORAL\_DO:TIME:DOMAIN 0.6398967
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p
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5 0.0000000000000000000000000000000000000000000000000000000000000000000003497441103331600766295633730962322261
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6 0.0000000000000000000000000000000000000000000000000000000000000000000003497441103331600766295633730962322261
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7 0.0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000005087186
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8 0.0000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000005087186
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p<.05
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5 \*
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6 \*
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7 \*
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8 \*
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\[1] "\\nGreenhouse-Geisser and Huynh-Feldt Corrections:"
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Effect GGe
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**5 DOMAIN 0.8167568**
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6 TEMPORAL\_DO:DOMAIN 0.8167568
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**7 TIME:DOMAIN 0.7529784**
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8 TEMPORAL\_DO:TIME:DOMAIN 0.7529784
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p\[GG]
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5 0.00000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000009854502
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6 0.07011166013757348658419488174331490881741046905517578125000000000000000000000000000000000000000000000000000
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7 0.02133521013451386214021532339302211767062544822692871093750000000000000000000000000000000000000000000000000
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8 0.47760654722485240686324914349825121462345123291015625000000000000000000000000000000000000000000000000000000
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**p\[GG]<.05 HFe**
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**5 \* 0.8187892**
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6 0.8187892
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**7 \* 0.7546665**
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8 0.7546665
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p\[HF]
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5 0.00000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000005637194
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6 0.06995986011187707576119976238260278478264808654785156250000000000000000000000000000000000000000000000000000
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7 0.02125162288085758605094000017743383068591356277465820312500000000000000000000000000000000000000000000000000
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8 0.47786945437333261388346272724447771906852722167968750000000000000000000000000000000000000000000000000000000
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**p\[HF]<.05**
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**5 \***
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6
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**7 \***
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8
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=== CORRECTED DEGREES OF FREEDOM ===
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\*\*Effect Original\\\_DFn Original\\\_DFd GG\\\_DFn GG\\\_DFd HF\\\_DFn\*\*
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**1 DOMAIN 3 3183 2.450271 2599.737 2.456368**
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2 TEMPORAL\_DO:DOMAIN 3 3183 2.450271 2599.737 2.456368
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**3 TIME:DOMAIN 3 3183 2.258935 2396.730 2.263999**
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4 TEMPORAL\_DO:TIME:DOMAIN 3 3183 2.258935 2396.730 2.263999
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\*\*HF\\\_DFd GG\\\_epsilon HF\\\_epsilon\*\*
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**1 2606.206 0.8167568 0.8187892**
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2 2606.206 0.8167568 0.8187892
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**3 2402.103 0.7529784 0.7546665**
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4 2402.103 0.7529784 0.7546665
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**=== CORRECTED F-TESTS ===**
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**DOMAIN:**
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**Original: F(3, 3183) = 206.901**
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**GG-corrected: F(2.45, 2599.74) = 206.901, p = 0.000000**
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**HF-corrected: F(2.46, 2606.21) = 206.901, p = 0.000000**
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**TEMPORAL\_DO:DOMAIN:**
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**Original: F(3, 3183) = 2.501**
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**GG-corrected: F(2.45, 2599.74) = 2.501, p = 0.070112**
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**HF-corrected: F(2.46, 2606.21) = 2.501, p = 0.069960**
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**TIME:DOMAIN:**
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**Original: F(3, 3183) = 3.653**
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**GG-corrected: F(2.26, 2396.73) = 3.653, p = 0.021335**
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**HF-corrected: F(2.26, 2402.10) = 3.653, p = 0.021252**
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TEMPORAL\_DO:TIME:DOMAIN:
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Original: F(3, 3183) = 0.770
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GG-corrected: F(2.26, 2396.73) = 0.770, p = 0.477607
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HF-corrected: F(2.26, 2402.10) = 0.770, p = 0.477869
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\[1] "\\n=== EFFECT SIZES (GENERALIZED ETA SQUARED) ==="
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\[1] "Generalized Eta Squared:"
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Effect ges
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1 (Intercept) 0.56317
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2 TEMPORAL\_DO 0.00015
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3 TIME 0.00790
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5 DOMAIN 0.05887
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4 TEMPORAL\_DO:TIME 0.00111
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6 TEMPORAL\_DO:DOMAIN 0.00076
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7 TIME:DOMAIN 0.00063
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8 TEMPORAL\_DO:TIME:DOMAIN 0.00013
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\[1] "\\n=== POST-HOC COMPARISONS ==="
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**\[1] "Main Effect of TIME:"**
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NOTE: Results may be misleading due to involvement in interactions
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\[1] "Estimated Marginal Means:"
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TIME emmean SE df lower.CL upper.CL
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Past 0.937 0.0166 1603 0.905 0.970
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Future 0.801 0.0166 1603 0.768 0.833
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Results are averaged over the levels of: TEMPORAL\_DO, DOMAIN
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Warning: EMMs are biased unless design is perfectly balanced
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Confidence level used: 0.95
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**\[1] "\\nPairwise Contrasts:"**
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**contrast estimate SE df t.ratio p.value**
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**Past - Future 0.137 0.0154 1061 8.877 <.0001**
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Results are averaged over the levels of: TEMPORAL\_DO, DOMAIN
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\[1\*\*] "\\nMain Effect of DOMAIN:"\*\*
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NOTE: Results may be misleading due to involvement in interactions
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\[1] "Estimated Marginal Means:"
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DOMAIN emmean SE df lower.CL upper.CL
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Preferences 0.714 0.0198 2875 0.675 0.752
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Personality 0.914 0.0198 2875 0.875 0.953
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Values 0.685 0.0198 2875 0.646 0.724
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Life 1.163 0.0198 2875 1.124 1.202
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Results are averaged over the levels of: TEMPORAL\_DO, TIME
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Warning: EMMs are biased unless design is perfectly balanced
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Confidence level used: 0.95
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\[1] "\\nPairwise Contrasts:"
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contrast estimate SE df t.ratio p.value
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Preferences - Personality -0.2004 0.0217 3183 -9.223 <.0001
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Preferences - Values 0.0284 0.0217 3183 1.307 1.0000
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Preferences - Life -0.4497 0.0217 3183 -20.693 <.0001
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Personality - Values 0.2288 0.0217 3183 10.530 <.0001
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Personality - Life -0.2493 0.0217 3183 -11.470 <.0001
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Values - Life -0.4781 0.0217 3183 -22.000 <.0001
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Results are averaged over the levels of: TEMPORAL\_DO, TIME
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P value adjustment: bonferroni method for 6 tests
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\[1\*\*] "\\nMain Effect of TEMPORAL\_DO:"\*\*
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NOTE: Results may be misleading due to involvement in interactions
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contrast estimate SE df t.ratio p.value
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01PAST - 02FUT 0.0187 0.0294 1061 0.638 0.5237
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Results are averaged over the levels of: TIME, DOMAIN
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\[1] "\\n=== **TEMPORAL\_DO × TIME INTERACTION ==="**
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NOTE: Results may be misleading due to involvement in interactions
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\[1] "Estimated Marginal Means:"
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TEMPORAL\_DO TIME emmean SE df lower.CL upper.CL
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||
01PAST Past 0.921 0.0234 1599 0.875 0.967
|
||
|
||
02FUT Past 0.953 0.0235 1607 0.907 1.000
|
||
|
||
01PAST Future 0.836 0.0234 1599 0.790 0.882
|
||
|
||
02FUT Future 0.766 0.0235 1607 0.720 0.812
|
||
|
||
|
||
|
||
Results are averaged over the levels of: DOMAIN
|
||
|
||
Warning: EMMs are biased unless design is perfectly balanced
|
||
|
||
Confidence level used: 0.95
|
||
|
||
\[1] "\\nSimple Effects of TIME within each TEMPORAL\_DO:"
|
||
|
||
**TEMPORAL\_DO = 01PAST:**
|
||
|
||
**contrast estimate SE df t.ratio p.value**
|
||
|
||
**Past - Future 0.0856 0.0217 1061 3.952 0.0001**
|
||
|
||
|
||
|
||
**TEMPORAL\_DO = 02FUT:**
|
||
|
||
**contrast estimate SE df t.ratio p.value**
|
||
|
||
**Past - Future 0.1876 0.0219 1061 8.583 <.0001**
|
||
|
||
|
||
|
||
Results are averaged over the levels of: DOMAIN
|
||
|
||
\[1] "\\nSimple Effects of TEMPORAL\_DO within each TIME:"
|
||
|
||
TIME = Past:
|
||
|
||
contrast estimate SE df t.ratio p.value
|
||
|
||
01PAST - 02FUT -0.0322 0.0331 1603 -0.973 0.3309
|
||
|
||
|
||
|
||
TIME = Future:
|
||
|
||
contrast estimate SE df t.ratio p.value
|
||
|
||
01PAST - 02FUT 0.0697 0.0331 1603 2.103 0.0356
|
||
|
||
|
||
|
||
Results are averaged over the levels of: DOMAIN
|
||
|
||
\[1] "\\n=== TIME × DOMAIN INTERACTION ==="
|
||
|
||
NOTE: Results may be misleading due to involvement in interactions
|
||
|
||
\[1] "Estimated Marginal Means:"
|
||
|
||
TIME DOMAIN emmean SE df lower.CL upper.CL
|
||
|
||
Past Preferences 0.783 0.0235 5073 0.737 0.829
|
||
|
||
Future Preferences 0.644 0.0235 5073 0.598 0.690
|
||
|
||
Past Personality 0.962 0.0235 5073 0.916 1.008
|
||
|
||
Future Personality 0.866 0.0235 5073 0.820 0.912
|
||
|
||
Past Values 0.784 0.0235 5073 0.738 0.830
|
||
|
||
Future Values 0.586 0.0235 5073 0.540 0.633
|
||
|
||
Past Life 1.220 0.0235 5073 1.174 1.266
|
||
|
||
Future Life 1.107 0.0235 5073 1.061 1.153
|
||
|
||
|
||
|
||
Results are averaged over the levels of: TEMPORAL\_DO
|
||
|
||
Warning: EMMs are biased unless design is perfectly balanced
|
||
|
||
Confidence level used: 0.95
|
||
|
||
\[1] "\\n**Simple Effects of DOMAIN within each TIME**:"
|
||
|
||
TIME = Past:
|
||
|
||
contrast estimate SE df t.ratio p.value
|
||
|
||
Preferences - Personality -0.179220 0.0272 5913 -6.590 <.0001
|
||
|
||
Preferences - Values -0.000848 0.0272 5913 -0.031 1.0000
|
||
|
||
Preferences - Life -0.436770 0.0272 5913 -16.059 <.0001
|
||
|
||
Personality - Values 0.178371 0.0272 5913 6.558 <.0001
|
||
|
||
Personality - Life -0.257550 0.0272 5913 -9.470 <.0001
|
||
|
||
Values - Life -0.435921 0.0272 5913 -16.028 <.0001
|
||
|
||
|
||
|
||
TIME = Future:
|
||
|
||
contrast estimate SE df t.ratio p.value
|
||
|
||
Preferences - Personality -0.221615 0.0272 5913 -8.148 <.0001
|
||
|
||
Preferences - Values 0.057652 0.0272 5913 2.120 0.2044
|
||
|
||
Preferences - Life -0.462575 0.0272 5913 -17.008 <.0001
|
||
|
||
Personality - Values 0.279267 0.0272 5913 10.268 <.0001
|
||
|
||
Personality - Life -0.240960 0.0272 5913 -8.860 <.0001
|
||
|
||
Values - Life -0.520227 0.0272 5913 -19.128 <.0001
|
||
|
||
|
||
|
||
Results are averaged over the levels of: TEMPORAL\_DO
|
||
|
||
P value adjustment: bonferroni method for 6 tests
|
||
|
||
**\[1] "\\nSimple Effects of TIME within each DOMAIN:"**
|
||
|
||
**DOMAIN = Preferences:**
|
||
|
||
**contrast estimate SE df t.ratio p.value**
|
||
|
||
**Past - Future 0.1390 0.0253 3936 5.504 <.0001**
|
||
|
||
|
||
|
||
**DOMAIN = Personality:**
|
||
|
||
**contrast estimate SE df t.ratio p.value**
|
||
|
||
**Past - Future 0.0966 0.0253 3936 3.826 0.0001**
|
||
|
||
|
||
|
||
**DOMAIN = Values:**
|
||
|
||
**contrast estimate SE df t.ratio p.value**
|
||
|
||
**Past - Future 0.1975 0.0253 3936 7.820 <.0001**
|
||
|
||
|
||
|
||
**DOMAIN = Life:**
|
||
|
||
**contrast estimate SE df t.ratio p.value**
|
||
|
||
**Past - Future 0.1132 0.0253 3936 4.482 <.0001**
|
||
|
||
|
||
|
||
Results are averaged over the levels of: TEMPORAL\_DO
|
||
|
||
\[1] "**\\n=== TEMPORAL\_DO × DOMAIN INTERACTION ==**="
|
||
|
||
NOTE: Results may be misleading due to involvement in interactions
|
||
|
||
\[1] "Estimated Marginal Means:"
|
||
|
||
TEMPORAL\_DO DOMAIN emmean SE df lower.CL upper.CL
|
||
|
||
01PAST Preferences 0.700 0.0280 2861 0.645 0.754
|
||
|
||
02FUT Preferences 0.728 0.0281 2887 0.673 0.783
|
||
|
||
01PAST Personality 0.928 0.0280 2861 0.874 0.983
|
||
|
||
02FUT Personality 0.900 0.0281 2887 0.845 0.955
|
||
|
||
01PAST Values 0.681 0.0280 2861 0.626 0.736
|
||
|
||
02FUT Values 0.689 0.0281 2887 0.634 0.744
|
||
|
||
01PAST Life 1.205 0.0280 2861 1.150 1.259
|
||
|
||
02FUT Life 1.122 0.0281 2887 1.067 1.177
|
||
|
||
|
||
|
||
Results are averaged over the levels of: TIME
|
||
|
||
Warning: EMMs are biased unless design is perfectly balanced
|
||
|
||
Confidence level used: 0.95
|
||
|
||
\[1] "\\nSimple Effects of DOMAIN within each TEMPORAL\_DO:"
|
||
|
||
TEMPORAL\_DO = 01PAST:
|
||
|
||
contrast estimate SE df t.ratio p.value
|
||
|
||
Preferences - Personality -0.2289 0.0306 3183 -7.481 <.0001
|
||
|
||
Preferences - Values 0.0183 0.0306 3183 0.597 1.0000
|
||
|
||
Preferences - Life -0.5050 0.0306 3183 -16.504 <.0001
|
||
|
||
Personality - Values 0.2472 0.0306 3183 8.078 <.0001
|
||
|
||
Personality - Life -0.2761 0.0306 3183 -9.023 <.0001
|
||
|
||
Values - Life -0.5233 0.0306 3183 -17.101 <.0001
|
||
|
||
|
||
|
||
TEMPORAL\_DO = 02FUT:
|
||
|
||
contrast estimate SE df t.ratio p.value
|
||
|
||
Preferences - Personality -0.1719 0.0309 3183 -5.571 <.0001
|
||
|
||
Preferences - Values 0.0385 0.0309 3183 1.248 1.0000
|
||
|
||
Preferences - Life -0.3943 0.0309 3183 -12.777 <.0001
|
||
|
||
Personality - Values 0.2104 0.0309 3183 6.819 <.0001
|
||
|
||
Personality - Life -0.2224 0.0309 3183 -7.206 <.0001
|
||
|
||
Values - Life -0.4328 0.0309 3183 -14.025 <.0001
|
||
|
||
|
||
|
||
Results are averaged over the levels of: TIME
|
||
|
||
P value adjustment: bonferroni method for 6 tests
|
||
|
||
\[1] "\\nSimple Effects of TEMPORAL\_DO within each DOMAIN:"
|
||
|
||
DOMAIN = Preferences:
|
||
|
||
contrast estimate SE df t.ratio p.value
|
||
|
||
01PAST - 02FUT -0.02826 0.0396 2874 -0.713 0.4757
|
||
|
||
|
||
|
||
DOMAIN = Personality:
|
||
|
||
contrast estimate SE df t.ratio p.value
|
||
|
||
01PAST - 02FUT 0.02874 0.0396 2874 0.725 0.4684
|
||
|
||
|
||
|
||
DOMAIN = Values:
|
||
|
||
contrast estimate SE df t.ratio p.value
|
||
|
||
01PAST - 02FUT -0.00803 0.0396 2874 -0.203 0.8395
|
||
|
||
|
||
|
||
**DOMAIN = Life:**
|
||
|
||
**contrast estimate SE df t.ratio p.value**
|
||
|
||
**01PAST - 02FUT 0.08247 0.0396 2874 2.081 0.0375**
|
||
|
||
|
||
|
||
Results are averaged over the levels of: TIME
|
||
|
||
\[1] "\\n=== THREE-WAY INTERACTION ANALYSIS ==="
|
||
|
||
\[1] "Note: Three-way interaction was non-significant (p = 0.511)"
|
||
|
||
\[1] "\\n=== COHEN'S D FOR SIGNIFICANT TWO-WAY INTERACTIONS ==="
|
||
|
||
\[1] "\\n==**= COHEN'S D FOR TEMPORAL\_DO × TIME INTERACTION** ==="
|
||
|
||
Significant pairwise comparisons (p < 0.05):
|
||
|
||
**contrast TEMPORAL\_DO estimate SE df t.ratio p.value**
|
||
|
||
**Past - Future 01PAST 0.08563433 0.02167029 1061 3.952 0.0001**
|
||
|
||
**Past - Future 02FUT 0.18757116 0.02185455 1061 8.583 <.0001**
|
||
|
||
|
||
|
||
Results are averaged over the levels of: DOMAIN
|
||
|
||
|
||
|
||
**Cohen's d calculated from raw data:**
|
||
|
||
**Comparison: Past - Future | 01PAST**
|
||
|
||
**n1 = 2144, n2 = 2144**
|
||
|
||
**Cohen's d: 0.10639**
|
||
|
||
**Effect size interpretation: negligible**
|
||
|
||
**p-value: 0.00008**
|
||
|
||
|
||
|
||
**Comparison: Past - Future | 02FUT**
|
||
|
||
**n1 = 2108, n2 = 2108**
|
||
|
||
**Cohen's d: 0.24237**
|
||
|
||
**Effect size interpretation: small**
|
||
|
||
**p-value: 0.00000**
|
||
|
||
|
||
|
||
Significant pairwise comparisons (p < 0.05):
|
||
|
||
contrast TIME estimate SE df t.ratio p.value
|
||
|
||
01PAST - 02FUT Future 0.06969664 0.03314652 1603.1 2.103 0.0356
|
||
|
||
|
||
|
||
Results are averaged over the levels of: DOMAIN
|
||
|
||
|
||
|
||
Cohen's d calculated from raw data:
|
||
|
||
Comparison: 01PAST - 02FUT | Future
|
||
|
||
n1 = 2144, n2 = 2108
|
||
|
||
Cohen's d: 0.09518
|
||
|
||
Effect size interpretation: negligible
|
||
|
||
p-value: 0.03565
|
||
|
||
|
||
|
||
\[1] "\\n=== **COHEN'S D FOR TIME × DOMAIN INTERACTION** ==="
|
||
|
||
Significant pairwise comparisons (p < 0.05):
|
||
|
||
**contrast DOMAIN estimate SE df t.ratio p.value**
|
||
|
||
**Past - Future Preferences 0.13902794 0.02525902 3935.86 5.504 <.0001**
|
||
|
||
**Past - Future Personality 0.09663259 0.02525902 3935.86 3.826 0.0001**
|
||
|
||
**Past - Future Values 0.19752790 0.02525902 3935.86 7.820 <.0001**
|
||
|
||
**Past - Future Life 0.11322255 0.02525902 3935.86 4.482 <.0001**
|
||
|
||
|
||
|
||
Results are averaged over the levels of: TEMPORAL\_DO
|
||
|
||
|
||
|
||
**Cohen's d calculated from raw data:**
|
||
|
||
**Comparison: Past - Future | Preferences**
|
||
|
||
**n1 = 1063, n2 = 1063**
|
||
|
||
**Cohen's d: 0.21102**
|
||
|
||
**Effect size interpretation: small**
|
||
|
||
**p-value: 0.00000**
|
||
|
||
|
||
|
||
**Comparison: Past - Future | Personality**
|
||
|
||
**n1 = 1063, n2 = 1063**
|
||
|
||
**Cohen's d: 0.13666**
|
||
|
||
**Effect size interpretation: negligible**
|
||
|
||
**p-value: 0.00013**
|
||
|
||
|
||
|
||
**Comparison: Past - Future | Values**
|
||
|
||
**n1 = 1063, n2 = 1063**
|
||
|
||
**Cohen's d: 0.30496**
|
||
|
||
**Effect size interpretation: small**
|
||
|
||
**p-value: 0.00000**
|
||
|
||
|
||
|
||
**Comparison: Past - Future | Life**
|
||
|
||
**n1 = 1063, n2 = 1063**
|
||
|
||
**Cohen's d: 0.11243**
|
||
|
||
**Effect size interpretation: negligible**
|
||
|
||
**p-value: 0.00001**
|
||
|
||
|
||
|
||
Significant pairwise comparisons (p < 0.05):
|
||
|
||
contrast TIME estimate SE df t.ratio p.value
|
||
|
||
Preferences - Personality Past -0.1792195 0.02719739 5912.96 -6.590 <.0001
|
||
|
||
Preferences - Life Past -0.4367697 0.02719739 5912.96 -16.059 <.0001
|
||
|
||
Personality - Values Past 0.1783713 0.02719739 5912.96 6.558 <.0001
|
||
|
||
Personality - Life Past -0.2575501 0.02719739 5912.96 -9.470 <.0001
|
||
|
||
Values - Life Past -0.4359214 0.02719739 5912.96 -16.028 <.0001
|
||
|
||
Preferences - Personality Future -0.2216149 0.02719739 5912.96 -8.148 <.0001
|
||
|
||
Preferences - Life Future -0.4625751 0.02719739 5912.96 -17.008 <.0001
|
||
|
||
Personality - Values Future 0.2792666 0.02719739 5912.96 10.268 <.0001
|
||
|
||
Personality - Life Future -0.2409602 0.02719739 5912.96 -8.860 <.0001
|
||
|
||
Values - Life Future -0.5202268 0.02719739 5912.96 -19.128 <.0001
|
||
|
||
|
||
|
||
Results are averaged over the levels of: TEMPORAL\_DO
|
||
|
||
P value adjustment: bonferroni method for 6 tests
|
||
|
||
|
||
|
||
Cohen's d calculated from raw data:
|
||
|
||
Comparison: Preferences - Personality | Past
|
||
|
||
n1 = 1063, n2 = 1063
|
||
|
||
Cohen's d: -0.24351
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Preferences - Life | Past
|
||
|
||
n1 = 1063, n2 = 1063
|
||
|
||
Cohen's d: -0.48894
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Personality - Values | Past
|
||
|
||
n1 = 1063, n2 = 1063
|
||
|
||
Cohen's d: 0.23863
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Personality - Life | Past
|
||
|
||
n1 = 1063, n2 = 1063
|
||
|
||
Cohen's d: -0.28411
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Values - Life | Past
|
||
|
||
n1 = 1063, n2 = 1063
|
||
|
||
Cohen's d: -0.48278
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Preferences - Personality | Future
|
||
|
||
n1 = 1063, n2 = 1063
|
||
|
||
Cohen's d: -0.35747
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Preferences - Life | Future
|
||
|
||
n1 = 1063, n2 = 1063
|
||
|
||
Cohen's d: -0.57958
|
||
|
||
Effect size interpretation: medium
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Personality - Values | Future
|
||
|
||
n1 = 1063, n2 = 1063
|
||
|
||
Cohen's d: 0.47072
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Personality - Life | Future
|
||
|
||
n1 = 1063, n2 = 1063
|
||
|
||
Cohen's d: -0.29322
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Values - Life | Future
|
||
|
||
n1 = 1063, n2 = 1063
|
||
|
||
Cohen's d: -0.66911
|
||
|
||
Effect size interpretation: medium
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
\[1] "\\n=== COHEN'S D FOR TEMPORAL\_DO × DOMAIN INTERACTION ==="
|
||
|
||
Significant pairwise comparisons (p < 0.05):
|
||
|
||
contrast DOMAIN estimate SE df t.ratio p.value
|
||
|
||
01PAST - 02FUT Life 0.08246623 0.03962602 2874.42 2.081 0.0375
|
||
|
||
|
||
|
||
Results are averaged over the levels of: TIME
|
||
|
||
|
||
|
||
Cohen's d calculated from raw data:
|
||
|
||
Comparison: 01PAST - 02FUT | Life
|
||
|
||
n1 = 1072, n2 = 1054
|
||
|
||
Cohen's d: 0.08221
|
||
|
||
Effect size interpretation: negligible
|
||
|
||
p-value: 0.03751
|
||
|
||
|
||
|
||
Significant pairwise comparisons (p < 0.05):
|
||
|
||
contrast TEMPORAL\_DO estimate SE df t.ratio
|
||
|
||
Preferences - Personality 01PAST -0.2289179 0.03060148 3183 -7.481
|
||
|
||
Preferences - Life 01PAST -0.5050373 0.03060148 3183 -16.504
|
||
|
||
Personality - Values 01PAST 0.2472015 0.03060148 3183 8.078
|
||
|
||
Personality - Life 01PAST -0.2761194 0.03060148 3183 -9.023
|
||
|
||
Values - Life 01PAST -0.5233209 0.03060148 3183 -17.101
|
||
|
||
Preferences - Personality 02FUT -0.1719165 0.03086167 3183 -5.571
|
||
|
||
Preferences - Life 02FUT -0.3943074 0.03086167 3183 -12.777
|
||
|
||
Personality - Values 02FUT 0.2104364 0.03086167 3183 6.819
|
||
|
||
Personality - Life 02FUT -0.2223909 0.03086167 3183 -7.206
|
||
|
||
Values - Life 02FUT -0.4328273 0.03086167 3183 -14.025
|
||
|
||
p.value
|
||
|
||
<.0001
|
||
|
||
<.0001
|
||
|
||
<.0001
|
||
|
||
<.0001
|
||
|
||
<.0001
|
||
|
||
<.0001
|
||
|
||
<.0001
|
||
|
||
<.0001
|
||
|
||
<.0001
|
||
|
||
<.0001
|
||
|
||
|
||
|
||
Results are averaged over the levels of: TIME
|
||
|
||
P value adjustment: bonferroni method for 6 tests
|
||
|
||
|
||
|
||
Cohen's d calculated from raw data:
|
||
|
||
Comparison: Preferences - Personality | 01PAST
|
||
|
||
n1 = 1072, n2 = 1072
|
||
|
||
Cohen's d: -0.33645
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Preferences - Life | 01PAST
|
||
|
||
n1 = 1072, n2 = 1072
|
||
|
||
Cohen's d: -0.58553
|
||
|
||
Effect size interpretation: medium
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Personality - Values | 01PAST
|
||
|
||
n1 = 1072, n2 = 1072
|
||
|
||
Cohen's d: 0.36212
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Personality - Life | 01PAST
|
||
|
||
n1 = 1072, n2 = 1072
|
||
|
||
Cohen's d: -0.31200
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Values - Life | 01PAST
|
||
|
||
n1 = 1072, n2 = 1072
|
||
|
||
Cohen's d: -0.60548
|
||
|
||
Effect size interpretation: medium
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Preferences - Personality | 02FUT
|
||
|
||
n1 = 1054, n2 = 1054
|
||
|
||
Cohen's d: -0.25029
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Preferences - Life | 02FUT
|
||
|
||
n1 = 1054, n2 = 1054
|
||
|
||
Cohen's d: -0.47142
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Personality - Values | 02FUT
|
||
|
||
n1 = 1054, n2 = 1054
|
||
|
||
Cohen's d: 0.31099
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Personality - Life | 02FUT
|
||
|
||
n1 = 1054, n2 = 1054
|
||
|
||
Cohen's d: -0.26217
|
||
|
||
Effect size interpretation: small
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Comparison: Values - Life | 02FUT
|
||
|
||
n1 = 1054, n2 = 1054
|
||
|
||
Cohen's d: -0.52269
|
||
|
||
Effect size interpretation: medium
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
\[1] "\\n=== COHEN'S D FOR THREE-WAY INTERACTION ==="
|
||
|
||
|
||
|
||
\[1] "The pairwise comparisons show the TIME effects within each TEMPORAL\_DO × DOMAIN combination:"
|
||
|
||
**TEMPORAL\_DO = 01PAST, DOMAIN = Preferences:**
|
||
|
||
**contrast estimate SE df t.ratio p.value**
|
||
|
||
**Past - Future 0.11828358 0.03557011 3935.86 3.325 0.0009**
|
||
|
||
|
||
|
||
**TEMPORAL\_DO = 02FUT, DOMAIN = Preferences:**
|
||
|
||
**contrast estimate SE df t.ratio p.value**
|
||
|
||
**Past - Future 0.15977230 0.03587255 3935.86 4.454 <.0001**
|
||
|
||
|
||
|
||
TEMPORAL\_DO = 01PAST, DOMAIN = Personality:
|
||
|
||
contrast estimate SE df t.ratio p.value
|
||
|
||
Past - Future 0.03880597 0.03557011 3935.86 1.091 0.2754
|
||
|
||
|
||
|
||
**TEMPORAL\_DO = 02FUT, DOMAIN = Personality:**
|
||
|
||
**contrast estimate SE df t.ratio p.value**
|
||
|
||
**Past - Future 0.15445920 0.03587255 3935.86 4.306 <.0001**
|
||
|
||
|
||
|
||
**TEMPORAL\_DO = 01PAST, DOMAIN = Values:**
|
||
|
||
**contrast estimate SE df t.ratio p.value**
|
||
|
||
**Past - Future 0.13395522 0.03557011 3935.86 3.766 0.0002**
|
||
|
||
|
||
|
||
**TEMPORAL\_DO = 02FUT, DOMAIN = Values:**
|
||
|
||
**contrast estimate SE df t.ratio p.value**
|
||
|
||
**Past - Future 0.26110057 0.03587255 3935.86 7.279 <.0001**
|
||
|
||
|
||
|
||
TEMPORAL\_DO = 01PAST, DOMAIN = Life:
|
||
|
||
contrast estimate SE df t.ratio p.value
|
||
|
||
Past - Future 0.05149254 0.03557011 3935.86 1.448 0.1478
|
||
|
||
|
||
|
||
**TEMPORAL\_DO = 02FUT, DOMAIN = Life:**
|
||
|
||
**contrast estimate SE df t.ratio p.value**
|
||
|
||
**Past - Future 0.17495256 0.03587255 3935.86 4.877 <.0001**
|
||
|
||
|
||
|
||
\[1] "\\nCohen's d calculations for significant TIME effects within each TEMPORAL\_DO × DOMAIN combination:"
|
||
|
||
|
||
|
||
**TEMPORAL\_DO = 01PAST, DOMAIN = Preferences:**
|
||
|
||
|
||
|
||
Past vs Future comparison
|
||
|
||
|
||
|
||
n\_Past = 536, n\_Future = 536
|
||
|
||
|
||
|
||
**Cohen's d: 0.18239**
|
||
|
||
|
||
|
||
Effect size interpretation: negligible
|
||
|
||
|
||
|
||
p-value: 0.00089
|
||
|
||
|
||
|
||
Estimated difference: 0.11828
|
||
|
||
|
||
|
||
**TEMPORAL\_DO = 02FUT, DOMAIN = Preferences:**
|
||
|
||
|
||
|
||
Past vs Future comparison
|
||
|
||
|
||
|
||
n\_Past = 527, n\_Future = 527
|
||
|
||
|
||
|
||
**Cohen's d: 0.23929**
|
||
|
||
|
||
|
||
Effect size interpretation: small
|
||
|
||
|
||
|
||
p-value: 0.00001
|
||
|
||
|
||
|
||
Estimated difference: 0.15977
|
||
|
||
|
||
|
||
**TEMPORAL\_DO = 02FUT, DOMAIN = Personality:**
|
||
|
||
|
||
|
||
Past vs Future comparison
|
||
|
||
|
||
|
||
n\_Past = 527, n\_Future = 527
|
||
|
||
|
||
|
||
**Cohen's d: 0.22151**
|
||
|
||
|
||
|
||
Effect size interpretation: small
|
||
|
||
|
||
|
||
p-value: 0.00002
|
||
|
||
|
||
|
||
Estimated difference: 0.15446
|
||
|
||
|
||
|
||
**TEMPORAL\_DO = 01PAST, DOMAIN = Values:**
|
||
|
||
|
||
|
||
Past vs Future comparison
|
||
|
||
|
||
|
||
n\_Past = 536, n\_Future = 536
|
||
|
||
|
||
|
||
**Cohen's d: 0.20530**
|
||
|
||
|
||
|
||
Effect size interpretation: small
|
||
|
||
|
||
|
||
p-value: 0.00017
|
||
|
||
|
||
|
||
Estimated difference: 0.13396
|
||
|
||
|
||
|
||
**TEMPORAL\_DO = 02FUT, DOMAIN = Values:**
|
||
|
||
|
||
|
||
Past vs Future comparison
|
||
|
||
|
||
|
||
n\_Past = 527, n\_Future = 527
|
||
|
||
|
||
|
||
**Cohen's d: 0.40909**
|
||
|
||
|
||
|
||
Effect size interpretation: small
|
||
|
||
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Estimated difference: 0.26110
|
||
|
||
|
||
|
||
**TEMPORAL\_DO = 02FUT, DOMAIN = Life:**
|
||
|
||
|
||
|
||
Past vs Future comparison
|
||
|
||
|
||
|
||
n\_Past = 527, n\_Future = 527
|
||
|
||
|
||
|
||
**Cohen's d: 0.18039**
|
||
|
||
|
||
|
||
Effect size interpretation: negligible
|
||
|
||
|
||
|
||
p-value: 0.00000
|
||
|
||
|
||
|
||
Estimated difference: 0.17495
|
||
|