Read in the data:
── Attaching packages ─────────────────────────────────────── tidyverse 1.3.2 ──
✔ ggplot2 3.4.0 ✔ purrr 0.3.4
✔ tibble 3.1.7 ✔ dplyr 1.1.0
✔ tidyr 1.2.0 ✔ stringr 1.4.0
✔ readr 2.1.4 ✔ forcats 0.5.1
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag() masks stats::lag()
Loading required package: stats4
Loading required package: splines
df <- read.csv('r-34 data downloader/output_data_.csv')
# df <- df |> filter(is.na(reward) == FALSE)
#head(df)
Calculate Missing Values:
df |>
filter(mooclet_id %in% c(583,584,585,586,587,588,590)) |>
group_by(mooclet_id) |>
summarise(total_arm_assignments = length(reward),
total_missing_value = sum(is.na(reward)),
missing_ratio = sum(is.na(reward))/length(reward))
# A tibble: 7 × 4
mooclet_id total_arm_assignments total_missing_value missing_ratio
<int> <int> <int> <dbl>
1 583 169 112 0.663
2 584 169 112 0.663
3 585 166 111 0.669
4 586 343 21 0.0612
5 587 344 8 0.0233
6 588 391 8 0.0205
7 590 343 9 0.0262
Summarized into:
Model 1: Modular bandits data are fitting on LM since the reward is multi-class,
could use multi-nomial logistic model, too
B1 model: fitted
df |>
filter(mooclet_id == 583) |>
lm(formula = reward ~ as.factor(arm) +
context_is_weekday*as.factor(arm) +
context_is_preferred_time*as.factor(arm) +
context_time_of_day_period*as.factor(arm) +
context_active_last_48*as.factor(arm) +
context_study_period*as.factor(arm) +
context_k10_response_sum_class*as.factor(arm)) |>
summary()
Call:
lm(formula = reward ~ as.factor(arm) + context_is_weekday * as.factor(arm) +
context_is_preferred_time * as.factor(arm) + context_time_of_day_period *
as.factor(arm) + context_active_last_48 * as.factor(arm) +
context_study_period * as.factor(arm) + context_k10_response_sum_class *
as.factor(arm), data = filter(df, mooclet_id == 583))
Residuals:
Min 1Q Median 3Q Max
-0.44517 -0.12367 -0.00743 0.14893 0.48907
Coefficients:
Estimate
(Intercept) -1.23148
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link 2.56104
context_is_weekday 0.21858
context_is_preferred_time 0.09476
context_time_of_day_period 0.47768
context_active_last_48 0.11422
context_study_period 1.04078
context_k10_response_sum_class 0.59594
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_is_weekday -0.13574
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_is_preferred_time 0.12645
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_time_of_day_period -0.62578
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_active_last_48 -0.85371
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_study_period -1.36356
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_k10_response_sum_class -0.66095
Std. Error
(Intercept) 0.50509
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link 0.69571
context_is_weekday 0.12521
context_is_preferred_time 0.12581
context_time_of_day_period 0.18935
context_active_last_48 0.25202
context_study_period 0.39654
context_k10_response_sum_class 0.43557
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_is_weekday 0.15915
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_is_preferred_time 0.16455
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_time_of_day_period 0.22881
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_active_last_48 0.36027
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_study_period 0.50683
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_k10_response_sum_class 0.52017
t value
(Intercept) -2.438
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link 3.681
context_is_weekday 1.746
context_is_preferred_time 0.753
context_time_of_day_period 2.523
context_active_last_48 0.453
context_study_period 2.625
context_k10_response_sum_class 1.368
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_is_weekday -0.853
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_is_preferred_time 0.768
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_time_of_day_period -2.735
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_active_last_48 -2.370
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_study_period -2.690
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_k10_response_sum_class -1.271
Pr(>|t|)
(Intercept) 0.01918
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link 0.00067
context_is_weekday 0.08834
context_is_preferred_time 0.45564
context_time_of_day_period 0.01562
context_active_last_48 0.65277
context_study_period 0.01213
context_k10_response_sum_class 0.17871
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_is_weekday 0.39866
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_is_preferred_time 0.44662
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_time_of_day_period 0.00917
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_active_last_48 0.02259
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_study_period 0.01028
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_k10_response_sum_class 0.21102
(Intercept) *
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link ***
context_is_weekday .
context_is_preferred_time
context_time_of_day_period *
context_active_last_48
context_study_period *
context_k10_response_sum_class
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_is_weekday
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_is_preferred_time
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_time_of_day_period **
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_active_last_48 *
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_study_period *
as.factor(arm)B1 Modular Link Clinical TrialZzgot_no_link:context_k10_response_sum_class
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.2367 on 41 degrees of freedom
(114 observations deleted due to missingness)
Multiple R-squared: 0.563, Adjusted R-squared: 0.4245
F-statistic: 4.064 on 13 and 41 DF, p-value: 0.0002818
B2 model: fitted:
df |>
filter(mooclet_id == 584) |>
lm(formula = reward ~ as.factor(arm) +
context_is_weekday*as.factor(arm) +
context_is_preferred_time*as.factor(arm) +
context_time_of_day_period*as.factor(arm) +
context_active_last_48*as.factor(arm) +
context_study_period*as.factor(arm) +
context_k10_response_sum_class*as.factor(arm)) |>
summary()
Call:
lm(formula = reward ~ as.factor(arm) + context_is_weekday * as.factor(arm) +
context_is_preferred_time * as.factor(arm) + context_time_of_day_period *
as.factor(arm) + context_active_last_48 * as.factor(arm) +
context_study_period * as.factor(arm) + context_k10_response_sum_class *
as.factor(arm), data = filter(df, mooclet_id == 584))
Residuals:
Min 1Q Median 3Q Max
-0.49966 -0.14715 -0.00388 0.14601 0.63927
Coefficients:
Estimate
(Intercept) 1.07903
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale -2.05988
context_is_weekday 0.08475
context_is_preferred_time 0.33256
context_time_of_day_period -0.03803
context_active_last_48 -0.84136
context_study_period -0.07251
context_k10_response_sum_class -0.01802
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_is_weekday 0.04888
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_is_preferred_time -0.21519
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_time_of_day_period 0.27303
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_active_last_48 0.98366
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_study_period 0.65517
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_k10_response_sum_class 0.79883
Std. Error
(Intercept) 0.50361
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale 0.79209
context_is_weekday 0.12758
context_is_preferred_time 0.12835
context_time_of_day_period 0.16631
context_active_last_48 0.28703
context_study_period 0.34849
context_k10_response_sum_class 0.37286
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_is_weekday 0.18171
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_is_preferred_time 0.17821
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_time_of_day_period 0.23932
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_active_last_48 0.39935
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_study_period 0.51600
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_k10_response_sum_class 0.49004
t value
(Intercept) 2.143
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale -2.601
context_is_weekday 0.664
context_is_preferred_time 2.591
context_time_of_day_period -0.229
context_active_last_48 -2.931
context_study_period -0.208
context_k10_response_sum_class -0.048
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_is_weekday 0.269
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_is_preferred_time -1.207
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_time_of_day_period 1.141
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_active_last_48 2.463
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_study_period 1.270
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_k10_response_sum_class 1.630
Pr(>|t|)
(Intercept) 0.0381
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale 0.0129
context_is_weekday 0.5102
context_is_preferred_time 0.0132
context_time_of_day_period 0.8203
context_active_last_48 0.0055
context_study_period 0.8362
context_k10_response_sum_class 0.9617
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_is_weekday 0.7893
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_is_preferred_time 0.2342
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_time_of_day_period 0.2606
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_active_last_48 0.0181
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_study_period 0.2113
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_k10_response_sum_class 0.1107
(Intercept) *
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale *
context_is_weekday
context_is_preferred_time *
context_time_of_day_period
context_active_last_48 **
context_study_period
context_k10_response_sum_class
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_is_weekday
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_is_preferred_time
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_time_of_day_period
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_active_last_48 *
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_study_period
as.factor(arm)B2 Modular Rationale Clinical TrialZzmodular_rationale:context_k10_response_sum_class
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.2633 on 41 degrees of freedom
(114 observations deleted due to missingness)
Multiple R-squared: 0.4594, Adjusted R-squared: 0.2879
F-statistic: 2.68 on 13 and 41 DF, p-value: 0.008127
For B3:
df |>
filter(mooclet_id == 585) |>
lm(formula = reward ~ as.factor(arm) +
context_is_weekday*as.factor(arm) +
context_is_preferred_time*as.factor(arm) +
context_time_of_day_period*as.factor(arm) +
context_active_last_48*as.factor(arm) +
context_study_period*as.factor(arm) +
context_k10_response_sum_class*as.factor(arm)) |>
summary()
Call:
lm(formula = reward ~ as.factor(arm) + context_is_weekday * as.factor(arm) +
context_is_preferred_time * as.factor(arm) + context_time_of_day_period *
as.factor(arm) + context_active_last_48 * as.factor(arm) +
context_study_period * as.factor(arm) + context_k10_response_sum_class *
as.factor(arm), data = filter(df, mooclet_id == 585))
Residuals:
Min 1Q Median 3Q Max
-0.5343 -0.1485 0.0000 0.1379 0.5887
Coefficients: (4 not defined because of singularities)
Estimate
(Intercept) -0.116253
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question 0.595850
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt 0.019883
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories -0.345957
context_is_weekday 0.292219
context_is_preferred_time 0.328541
context_time_of_day_period 0.004742
context_active_last_48 -0.288246
context_study_period -0.109970
context_k10_response_sum_class 0.750456
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_is_weekday -0.363218
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_is_weekday -0.072027
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_is_weekday -0.542523
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_is_preferred_time -0.355754
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_is_preferred_time 0.035882
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_is_preferred_time -0.078541
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_time_of_day_period 0.282836
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_time_of_day_period -0.164117
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_time_of_day_period -0.755198
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_active_last_48 NA
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_active_last_48 NA
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_active_last_48 NA
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_study_period 0.176158
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_study_period 0.630643
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_study_period 0.860426
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_k10_response_sum_class -0.569533
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_k10_response_sum_class -0.606946
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_k10_response_sum_class NA
Std. Error
(Intercept) 0.884507
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question 1.022531
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt 1.258732
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories 1.164421
context_is_weekday 0.241466
context_is_preferred_time 0.187181
context_time_of_day_period 0.247130
context_active_last_48 0.225372
context_study_period 0.539763
context_k10_response_sum_class 0.543341
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_is_weekday 0.279447
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_is_weekday 0.349090
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_is_weekday 1.379424
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_is_preferred_time 0.236743
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_is_preferred_time 0.275491
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_is_preferred_time 0.842336
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_time_of_day_period 0.321471
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_time_of_day_period 0.429394
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_time_of_day_period 1.394281
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_active_last_48 NA
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_active_last_48 NA
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_active_last_48 NA
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_study_period 0.693336
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_study_period 0.949372
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_study_period 2.213072
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_k10_response_sum_class 0.699594
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_k10_response_sum_class 0.825342
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_k10_response_sum_class NA
t value
(Intercept) -0.131
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question 0.583
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt 0.016
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories -0.297
context_is_weekday 1.210
context_is_preferred_time 1.755
context_time_of_day_period 0.019
context_active_last_48 -1.279
context_study_period -0.204
context_k10_response_sum_class 1.381
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_is_weekday -1.300
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_is_weekday -0.206
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_is_weekday -0.393
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_is_preferred_time -1.503
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_is_preferred_time 0.130
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_is_preferred_time -0.093
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_time_of_day_period 0.880
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_time_of_day_period -0.382
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_time_of_day_period -0.542
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_active_last_48 NA
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_active_last_48 NA
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_active_last_48 NA
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_study_period 0.254
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_study_period 0.664
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_study_period 0.389
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_k10_response_sum_class -0.814
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_k10_response_sum_class -0.735
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_k10_response_sum_class NA
Pr(>|t|)
(Intercept) 0.8963
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question 0.5643
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt 0.9875
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories 0.7684
context_is_weekday 0.2354
context_is_preferred_time 0.0891
context_time_of_day_period 0.9848
context_active_last_48 0.2104
context_study_period 0.8399
context_k10_response_sum_class 0.1771
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_is_weekday 0.2033
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_is_weekday 0.8379
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_is_weekday 0.6968
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_is_preferred_time 0.1430
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_is_preferred_time 0.8972
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_is_preferred_time 0.9263
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_time_of_day_period 0.3857
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_time_of_day_period 0.7049
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_time_of_day_period 0.5919
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_active_last_48 NA
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_active_last_48 NA
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_active_last_48 NA
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_study_period 0.8011
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_study_period 0.5114
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_study_period 0.7001
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_k10_response_sum_class 0.4218
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_k10_response_sum_class 0.4676
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_k10_response_sum_class NA
(Intercept)
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories
context_is_weekday
context_is_preferred_time .
context_time_of_day_period
context_active_last_48
context_study_period
context_k10_response_sum_class
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_is_weekday
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_is_weekday
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_is_weekday
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_is_preferred_time
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_is_preferred_time
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_is_preferred_time
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_time_of_day_period
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_time_of_day_period
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_time_of_day_period
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_active_last_48
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_active_last_48
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_active_last_48
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_study_period
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_study_period
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_study_period
as.factor(arm)B3 Modular Interaction Clinical TrialZzreflection_question:context_k10_response_sum_class
as.factor(arm)B3 Modular Interaction Clinical TrialZzshort_prompt:context_k10_response_sum_class
as.factor(arm)B3 Modular Interaction Clinical TrialZzstories:context_k10_response_sum_class
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.2904 on 31 degrees of freedom
(111 observations deleted due to missingness)
Multiple R-squared: 0.5028, Adjusted R-squared: 0.1339
F-statistic: 1.363 on 23 and 31 DF, p-value: 0.2083
For C1:
df |>
filter(mooclet_id == 586) |>
glm(formula = as.factor(reward) ~ as.factor(arm)+
context_is_weekday*as.factor(arm) +
context_is_preferred_time*as.factor(arm) +
context_time_of_day_period*as.factor(arm) +
context_active_last_48*as.factor(arm) +
context_study_period*as.factor(arm) +
context_k10_response_sum_class*as.factor(arm), family = binomial) |>
summary()
Call:
glm(formula = as.factor(reward) ~ as.factor(arm) + context_is_weekday *
as.factor(arm) + context_is_preferred_time * as.factor(arm) +
context_time_of_day_period * as.factor(arm) + context_active_last_48 *
as.factor(arm) + context_study_period * as.factor(arm) +
context_k10_response_sum_class * as.factor(arm), family = binomial,
data = filter(df, mooclet_id == 586))
Deviance Residuals:
Min 1Q Median 3Q Max
-2.12308 -0.58694 -0.26130 -0.08099 2.60552
Coefficients:
Estimate
(Intercept) 2.8945
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss -0.8518
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale -19.0214
context_is_weekday 1.2751
context_is_preferred_time 0.4491
context_time_of_day_period 0.6230
context_active_last_48 0.1557
context_study_period -4.0436
context_k10_response_sum_class -3.8511
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_is_weekday -1.1239
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_is_weekday -0.4535
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_is_preferred_time 0.6183
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_is_preferred_time 0.7447
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_time_of_day_period -0.2888
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_time_of_day_period 0.3152
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_active_last_48 2.0196
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_active_last_48 16.0240
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_study_period 1.3746
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_study_period 4.4163
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_k10_response_sum_class -1.3923
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_k10_response_sum_class 0.8089
Std. Error
(Intercept) 3.0175
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss 3.5857
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale 1028.0813
context_is_weekday 1.9334
context_is_preferred_time 1.2120
context_time_of_day_period 2.0261
context_active_last_48 1.3046
context_study_period 1.8871
context_k10_response_sum_class 2.0417
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_is_weekday 2.1365
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_is_weekday 2.4296
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_is_preferred_time 1.3650
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_is_preferred_time 2.0182
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_time_of_day_period 2.2673
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_time_of_day_period 2.5178
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_active_last_48 1.7641
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_active_last_48 1028.0692
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_study_period 2.0470
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_study_period 3.0651
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_k10_response_sum_class 2.3255
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_k10_response_sum_class 3.2940
z value
(Intercept) 0.959
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss -0.238
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale -0.019
context_is_weekday 0.660
context_is_preferred_time 0.371
context_time_of_day_period 0.307
context_active_last_48 0.119
context_study_period -2.143
context_k10_response_sum_class -1.886
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_is_weekday -0.526
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_is_weekday -0.187
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_is_preferred_time 0.453
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_is_preferred_time 0.369
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_time_of_day_period -0.127
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_time_of_day_period 0.125
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_active_last_48 1.145
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_active_last_48 0.016
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_study_period 0.672
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_study_period 1.441
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_k10_response_sum_class -0.599
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_k10_response_sum_class 0.246
Pr(>|z|)
(Intercept) 0.3374
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss 0.8122
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale 0.9852
context_is_weekday 0.5096
context_is_preferred_time 0.7110
context_time_of_day_period 0.7585
context_active_last_48 0.9050
context_study_period 0.0321
context_k10_response_sum_class 0.0593
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_is_weekday 0.5989
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_is_weekday 0.8519
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_is_preferred_time 0.6506
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_is_preferred_time 0.7121
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_time_of_day_period 0.8986
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_time_of_day_period 0.9004
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_active_last_48 0.2523
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_active_last_48 0.9876
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_study_period 0.5019
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_study_period 0.1496
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_k10_response_sum_class 0.5494
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_k10_response_sum_class 0.8060
(Intercept)
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale
context_is_weekday
context_is_preferred_time
context_time_of_day_period
context_active_last_48
context_study_period *
context_k10_response_sum_class .
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_is_weekday
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_is_weekday
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_is_preferred_time
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_is_preferred_time
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_time_of_day_period
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_time_of_day_period
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_active_last_48
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_active_last_48
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_study_period
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_study_period
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzis_loss:context_k10_response_sum_class
as.factor(arm)C1 Long Prompt Rationale Clinical TrialZzno_rationale:context_k10_response_sum_class
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 307.02 on 308 degrees of freedom
Residual deviance: 205.77 on 288 degrees of freedom
(34 observations deleted due to missingness)
AIC: 247.77
Number of Fisher Scoring iterations: 16
For C2:
df |>
filter(mooclet_id == 587) |>
glm(formula = as.factor(reward) ~ as.factor(arm)+
context_is_weekday*as.factor(arm) +
context_is_preferred_time*as.factor(arm) +
context_time_of_day_period*as.factor(arm) +
context_active_last_48*as.factor(arm) +
context_study_period*as.factor(arm) +
context_k10_response_sum_class*as.factor(arm), family = binomial) |>
summary()
Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
Call:
glm(formula = as.factor(reward) ~ as.factor(arm) + context_is_weekday *
as.factor(arm) + context_is_preferred_time * as.factor(arm) +
context_time_of_day_period * as.factor(arm) + context_active_last_48 *
as.factor(arm) + context_study_period * as.factor(arm) +
context_k10_response_sum_class * as.factor(arm), family = binomial,
data = filter(df, mooclet_id == 587))
Deviance Residuals:
Min 1Q Median 3Q Max
-1.9088 -0.7745 -0.2533 0.7817 2.2704
Coefficients:
Estimate
(Intercept) -1.11809
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration -23.65890
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation -0.33943
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective -56.85812
context_is_weekday 1.09356
context_is_preferred_time 0.19319
context_time_of_day_period -0.98858
context_active_last_48 1.15727
context_study_period -3.29951
context_k10_response_sum_class 1.20187
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_is_weekday -3.59813
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_is_weekday -1.04260
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_is_weekday -16.55645
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_is_preferred_time 0.96561
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_is_preferred_time -0.14258
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_is_preferred_time 0.00260
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_time_of_day_period 6.17870
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_time_of_day_period 0.34733
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_time_of_day_period 41.35400
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_active_last_48 19.71465
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_active_last_48 0.04079
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_active_last_48 56.76101
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_study_period 1.22581
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_study_period 0.82817
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_study_period 1.45095
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_k10_response_sum_class 3.43411
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_k10_response_sum_class 1.10347
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_k10_response_sum_class 0.92178
Std. Error
(Intercept) 2.41712
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration 4667.37479
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation 3.02574
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective 4110.19180
context_is_weekday 1.24113
context_is_preferred_time 0.81465
context_time_of_day_period 2.19812
context_active_last_48 0.92781
context_study_period 1.31827
context_k10_response_sum_class 1.88242
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_is_weekday 2.37248
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_is_weekday 1.44975
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_is_weekday 1124.21367
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_is_preferred_time 1.32404
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_is_preferred_time 1.02704
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_is_preferred_time 0.99537
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_time_of_day_period 5.61222
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_time_of_day_period 2.81953
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_time_of_day_period 3372.64010
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_active_last_48 4667.37280
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_active_last_48 1.14728
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_active_last_48 4110.19035
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_study_period 1.96087
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_study_period 1.66359
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_study_period 1.61939
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_k10_response_sum_class 3.84365
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_k10_response_sum_class 2.36492
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_k10_response_sum_class 2.27453
z value
(Intercept) -0.463
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration -0.005
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation -0.112
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective -0.014
context_is_weekday 0.881
context_is_preferred_time 0.237
context_time_of_day_period -0.450
context_active_last_48 1.247
context_study_period -2.503
context_k10_response_sum_class 0.638
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_is_weekday -1.517
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_is_weekday -0.719
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_is_weekday -0.015
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_is_preferred_time 0.729
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_is_preferred_time -0.139
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_is_preferred_time 0.003
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_time_of_day_period 1.101
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_time_of_day_period 0.123
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_time_of_day_period 0.012
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_active_last_48 0.004
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_active_last_48 0.036
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_active_last_48 0.014
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_study_period 0.625
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_study_period 0.498
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_study_period 0.896
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_k10_response_sum_class 0.893
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_k10_response_sum_class 0.467
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_k10_response_sum_class 0.405
Pr(>|z|)
(Intercept) 0.6437
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration 0.9960
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation 0.9107
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective 0.9890
context_is_weekday 0.3783
context_is_preferred_time 0.8125
context_time_of_day_period 0.6529
context_active_last_48 0.2123
context_study_period 0.0123
context_k10_response_sum_class 0.5232
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_is_weekday 0.1294
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_is_weekday 0.4720
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_is_weekday 0.9882
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_is_preferred_time 0.4658
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_is_preferred_time 0.8896
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_is_preferred_time 0.9979
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_time_of_day_period 0.2709
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_time_of_day_period 0.9020
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_time_of_day_period 0.9902
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_active_last_48 0.9966
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_active_last_48 0.9716
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_active_last_48 0.9890
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_study_period 0.5319
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_study_period 0.6186
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_study_period 0.3703
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_k10_response_sum_class 0.3716
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_k10_response_sum_class 0.6408
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_k10_response_sum_class 0.6853
(Intercept)
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective
context_is_weekday
context_is_preferred_time
context_time_of_day_period
context_active_last_48
context_study_period *
context_k10_response_sum_class
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_is_weekday
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_is_weekday
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_is_weekday
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_is_preferred_time
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_is_preferred_time
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_is_preferred_time
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_time_of_day_period
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_time_of_day_period
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_time_of_day_period
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_active_last_48
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_active_last_48
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_active_last_48
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_study_period
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_study_period
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_study_period
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzinspiration:context_k10_response_sum_class
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzno_motivation:context_k10_response_sum_class
as.factor(arm)C2 Long Prompt Motivation Clinical TrialZzperspective:context_k10_response_sum_class
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 418.54 on 321 degrees of freedom
Residual deviance: 296.93 on 294 degrees of freedom
(22 observations deleted due to missingness)
AIC: 352.93
Number of Fisher Scoring iterations: 19
For C3:
df |>
filter(mooclet_id == 588) |>
glm(formula = as.factor(reward) ~ as.factor(arm)+
context_is_weekday*as.factor(arm) +
context_is_preferred_time*as.factor(arm) +
context_time_of_day_period*as.factor(arm) +
context_active_last_48*as.factor(arm) +
context_study_period*as.factor(arm) +
context_k10_response_sum_class*as.factor(arm), family = binomial) |>
summary()
Call:
glm(formula = as.factor(reward) ~ as.factor(arm) + context_is_weekday *
as.factor(arm) + context_is_preferred_time * as.factor(arm) +
context_time_of_day_period * as.factor(arm) + context_active_last_48 *
as.factor(arm) + context_study_period * as.factor(arm) +
context_k10_response_sum_class * as.factor(arm), family = binomial,
data = filter(df, mooclet_id == 588))
Deviance Residuals:
Min 1Q Median 3Q Max
-2.0142 -0.8705 -0.2739 0.9049 2.4721
Coefficients:
Estimate
(Intercept) -2.6540
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder -14.9251
context_is_weekday -0.5605
context_is_preferred_time 0.2568
context_time_of_day_period 0.2610
context_active_last_48 2.6830
context_study_period -1.8939
context_k10_response_sum_class 1.2837
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_is_weekday 6.9597
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_is_preferred_time -0.4678
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_time_of_day_period -23.8701
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_active_last_48 14.8003
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_study_period -2.2122
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_k10_response_sum_class 2.2792
Std. Error
(Intercept) 1.1663
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder 978.2451
context_is_weekday 0.5781
context_is_preferred_time 0.3376
context_time_of_day_period 1.1965
context_active_last_48 0.4665
context_study_period 0.5458
context_k10_response_sum_class 0.9712
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_is_weekday 1978.0905
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_is_preferred_time 0.9573
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_time_of_day_period 5934.2709
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_active_last_48 978.2422
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_study_period 1.9079
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_k10_response_sum_class 1.9250
z value
(Intercept) -2.275
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder -0.015
context_is_weekday -0.969
context_is_preferred_time 0.761
context_time_of_day_period 0.218
context_active_last_48 5.752
context_study_period -3.470
context_k10_response_sum_class 1.322
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_is_weekday 0.004
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_is_preferred_time -0.489
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_time_of_day_period -0.004
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_active_last_48 0.015
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_study_period -1.159
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_k10_response_sum_class 1.184
Pr(>|z|)
(Intercept) 0.022878
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder 0.987827
context_is_weekday 0.332309
context_is_preferred_time 0.446814
context_time_of_day_period 0.827346
context_active_last_48 8.84e-09
context_study_period 0.000521
context_k10_response_sum_class 0.186231
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_is_weekday 0.997193
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_is_preferred_time 0.625092
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_time_of_day_period 0.996791
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_active_last_48 0.987929
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_study_period 0.246255
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_k10_response_sum_class 0.236409
(Intercept) *
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder
context_is_weekday
context_is_preferred_time
context_time_of_day_period
context_active_last_48 ***
context_study_period ***
context_k10_response_sum_class
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_is_weekday
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_is_preferred_time
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_time_of_day_period
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_active_last_48
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_study_period
as.factor(arm)C3 Long Prompt Reminder Clinical TrialZzno_reminder:context_k10_response_sum_class
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 459.36 on 370 degrees of freedom
Residual deviance: 333.46 on 357 degrees of freedom
(20 observations deleted due to missingness)
AIC: 361.46
Number of Fisher Scoring iterations: 16
For C4:
df |>
filter(mooclet_id == 590) |>
glm(formula = as.factor(reward) ~ as.factor(arm)+
context_is_weekday*as.factor(arm) +
context_is_preferred_time*as.factor(arm) +
context_time_of_day_period*as.factor(arm) +
context_active_last_48*as.factor(arm) +
context_study_period*as.factor(arm) +
context_k10_response_sum_class*as.factor(arm), family = binomial) |>
summary()
Call:
glm(formula = as.factor(reward) ~ as.factor(arm) + context_is_weekday *
as.factor(arm) + context_is_preferred_time * as.factor(arm) +
context_time_of_day_period * as.factor(arm) + context_active_last_48 *
as.factor(arm) + context_study_period * as.factor(arm) +
context_k10_response_sum_class * as.factor(arm), family = binomial,
data = filter(df, mooclet_id == 590))
Deviance Residuals:
Min 1Q Median 3Q Max
-1.8628 -0.8073 -0.3007 0.8685 2.4604
Coefficients:
Estimate
(Intercept) -1.61449
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment -0.85897
context_is_weekday -0.40318
context_is_preferred_time -1.24103
context_time_of_day_period -0.05877
context_active_last_48 2.21807
context_study_period -2.84620
context_k10_response_sum_class 1.34749
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_is_weekday 0.63139
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_is_preferred_time -1.34831
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_time_of_day_period 0.89230
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_active_last_48 0.77908
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_study_period 0.56476
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_k10_response_sum_class -0.40318
Std. Error
(Intercept) 1.45125
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment 2.11234
context_is_weekday 0.67181
context_is_preferred_time 0.68688
context_time_of_day_period 0.67287
context_active_last_48 0.78760
context_study_period 0.73859
context_k10_response_sum_class 1.14329
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_is_weekday 0.93820
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_is_preferred_time 1.07870
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_time_of_day_period 0.93607
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_active_last_48 1.11055
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_study_period 1.07964
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_k10_response_sum_class 1.63025
z value
(Intercept) -1.112
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment -0.407
context_is_weekday -0.600
context_is_preferred_time -1.807
context_time_of_day_period -0.087
context_active_last_48 2.816
context_study_period -3.854
context_k10_response_sum_class 1.179
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_is_weekday 0.673
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_is_preferred_time -1.250
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_time_of_day_period 0.953
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_active_last_48 0.702
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_study_period 0.523
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_k10_response_sum_class -0.247
Pr(>|z|)
(Intercept) 0.265931
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment 0.684268
context_is_weekday 0.548418
context_is_preferred_time 0.070800
context_time_of_day_period 0.930402
context_active_last_48 0.004859
context_study_period 0.000116
context_k10_response_sum_class 0.238557
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_is_weekday 0.500963
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_is_preferred_time 0.211320
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_time_of_day_period 0.340467
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_active_last_48 0.482975
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_study_period 0.600902
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_k10_response_sum_class 0.804668
(Intercept)
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment
context_is_weekday
context_is_preferred_time .
context_time_of_day_period
context_active_last_48 **
context_study_period ***
context_k10_response_sum_class
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_is_weekday
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_is_preferred_time
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_time_of_day_period
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_active_last_48
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_study_period
as.factor(arm)C4 Long Prompt Reflection Commitment Clinical TrialZzno_commitment:context_k10_response_sum_class
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 417.67 on 320 degrees of freedom
Residual deviance: 306.26 on 307 degrees of freedom
(22 observations deleted due to missingness)
AIC: 334.26
Number of Fisher Scoring iterations: 6