From 770ec46cff10012cd774fc0025cbe9445b87ed12 Mon Sep 17 00:00:00 2001 From: l-acs Date: Fri, 3 Jan 2025 10:44:25 -0500 Subject: [PATCH] Add plots for word-level comprehension models word_level_comprehension_model_0_logistic word_level_comprehension_model_1_logistic word_level_comprehension_model_2_logistic word_level_comprehension_model_3_logistic word_level_comprehension_model_4_logistic --- code/analysisWordLevelReadAloudBeta.R | 67 ++++++++++++++++++ ...d_level_comprehension_model_0_logistic.png | Bin 0 -> 46020 bytes ...d_level_comprehension_model_1_logistic.png | Bin 0 -> 43203 bytes ...d_level_comprehension_model_2_logistic.png | Bin 0 -> 41289 bytes ...level_comprehension_model_3_logistic-a.png | Bin 0 -> 64007 bytes ...level_comprehension_model_3_logistic-b.png | Bin 0 -> 60836 bytes ...level_comprehension_model_4_logistic-a.png | Bin 0 -> 64839 bytes ...level_comprehension_model_4_logistic-b.png | Bin 0 -> 61686 bytes 8 files changed, 67 insertions(+) create mode 100644 results/figures/word-level/logistic/word_level_comprehension_model_0_logistic.png create mode 100644 results/figures/word-level/logistic/word_level_comprehension_model_1_logistic.png create mode 100644 results/figures/word-level/logistic/word_level_comprehension_model_2_logistic.png create mode 100644 results/figures/word-level/logistic/word_level_comprehension_model_3_logistic-a.png create mode 100644 results/figures/word-level/logistic/word_level_comprehension_model_3_logistic-b.png create mode 100644 results/figures/word-level/logistic/word_level_comprehension_model_4_logistic-a.png create mode 100644 results/figures/word-level/logistic/word_level_comprehension_model_4_logistic-b.png diff --git a/code/analysisWordLevelReadAloudBeta.R b/code/analysisWordLevelReadAloudBeta.R index c189118..f806797 100644 --- a/code/analysisWordLevelReadAloudBeta.R +++ b/code/analysisWordLevelReadAloudBeta.R @@ -976,6 +976,15 @@ word_level_comprehension_model_0_logistic <- data=errorDat, family = "binomial") summary(word_level_comprehension_model_0_logistic) +plot_glmer( + word_level_comprehension_model_0_logistic, + predictor = 'scaaredSoc_z', + outcome = 'Probability of accurate comprehension\n(word-level)', + xlab = 'SCAARED-Social score\n(z-scored)', + main = 'Social Anxiety Severity and Item-Level Comprehension Accuracy' +) + + # Misproduction to predict comprehension accuracy # n.s. # misprod_predictor1 0.009751 0.023084 0.422 0.673 @@ -984,6 +993,14 @@ word_level_comprehension_model_1_logistic <- data=errorDat, family = "binomial") summary(word_level_comprehension_model_1_logistic) +plot_glmer( + word_level_comprehension_model_1_logistic, + predictor = 'misprod_predictor', + outcome = 'Probability of accurate comprehension\n(word-level)', + xlab = 'Presence/absence of misproduction (word-level)', + main = 'Item-Level Misproductions and Comprehension Accuracy' +) + # Hesitation to predict comprehension accuracy # n.s. # hesitation_predictor1 0.03030 0.02167 1.398 0.162 @@ -992,6 +1009,14 @@ word_level_comprehension_model_2_logistic <- data=errorDat, family = "binomial") summary(word_level_comprehension_model_2_logistic) +plot_glmer( + word_level_comprehension_model_2_logistic, + predictor = 'hesitation_predictor', + outcome = 'Probability of accurate comprehension\n(word-level)', + xlab = 'Presence/absence of hesitation (word-level)', + main = 'Item-Level Hesitations and Comprehension Accuracy' +) + # Interaction between misproduction and social anxiety to predict comprehension accuracy # n.s. # misprod_predictor1 0.00975 0.02309 0.422 0.673 @@ -1002,6 +1027,28 @@ word_level_comprehension_model_3_logistic <- data=errorDat, family = "binomial") summary(word_level_comprehension_model_3_logistic) +interact_plot(model = word_level_comprehension_model_3_logistic, + pred = misprod_predictor, + modx = scaaredSoc_z, + interval = TRUE, + x.label = 'Presence/absence of misproduction (word-level)', + y.label = 'Probability of accurate comprehension\n(word-level)', + legend.main = "SCAARED-Social score\n(z-scored)", + main.title = "Item-Level Misproductions, Comprehension Accuracy, and Social Anxiety Severity") + + theme(plot.title = element_text(hjust = 0.5)) + +# alternative version +interact_plot(model = word_level_comprehension_model_3_logistic, + pred = scaaredSoc_z, + modx = misprod_predictor, + interval = TRUE, + x.label = 'SCAARED-Social score\n(z-scored)', + y.label = 'Probability of accurate comprehension\n(word-level)', + legend.main = "Presence/absence of misproduction (word-level)", + main.title = "Item-Level Misproductions, Comprehension Accuracy, and Social Anxiety Severity") + + theme(plot.title = element_text(hjust = 0.5)) + + # Interaction between hesitation and social anxiety to predict comprehension accuracy # n.s. # hesitation_predictor1 0.031587 0.022160 1.425 0.154 @@ -1012,6 +1059,26 @@ word_level_comprehension_model_4_logistic <- data=errorDat, family = "binomial") summary(word_level_comprehension_model_4_logistic) +interact_plot(model = word_level_comprehension_model_4_logistic, + pred = hesitation_predictor, + modx = scaaredSoc_z, + interval = TRUE, + x.label = 'Presence/absence of hesitation (word-level)', + y.label = 'Probability of accurate comprehension\n(word-level)', + legend.main = "SCAARED-Social score\n(z-scored)", + main.title = "Item-Level Hesitations, Comprehension Accuracy, and Social Anxiety Severity") + + theme(plot.title = element_text(hjust = 0.5)) + +# alternative version +interact_plot(model = word_level_comprehension_model_4_logistic, + pred = scaaredSoc_z, + modx = hesitation_predictor, + interval = TRUE, + x.label = 'SCAARED-Social score\n(z-scored)', + y.label = 'Probability of accurate comprehension\n(word-level)', + legend.main = "Presence/absence of hesitation (word-level)", + main.title = "Item-Level Hesitations, Comprehension Accuracy, and Social Anxiety Severity") + + theme(plot.title = element_text(hjust = 0.5)) # hesitation ~ wf x SA diff --git 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