Lists the tests available to power_compute().
Value
A data frame describing tests available to power_compute().
Examples
ggpower_tests()
#> id family
#> t_one_sample t_one_sample t tests
#> t_paired t_paired t tests
#> t_two_sample t_two_sample t tests
#> t_point_biserial t_point_biserial t tests
#> t_linear_regression t_linear_regression t tests
#> t_linear_regression_two_groups t_linear_regression_two_groups t tests
#> t_generic t_generic t tests
#> f_anova_one_way f_anova_one_way F tests
#> f_anova_special f_anova_special F tests
#> f_mreg_omnibus f_mreg_omnibus F tests
#> f_mreg_increase f_mreg_increase F tests
#> f_variance_two f_variance_two F tests
#> chisq_variance_one chisq_variance_one chi-square tests
#> chisq_gof chisq_gof chi-square tests
#> chisq_contingency chisq_contingency chi-square tests
#> exact_binomial exact_binomial Exact
#> exact_one_proportion exact_one_proportion Exact
#> exact_sign exact_sign Exact
#> exact_fisher exact_fisher Exact
#> exact_mcnemar exact_mcnemar Exact
#> exact_correlation exact_correlation Exact
#> exact_mreg_random exact_mreg_random Exact
#> z_corr_independent z_corr_independent z tests
#> z_corr_dependent_common z_corr_dependent_common z tests
#> z_corr_dependent_no_common z_corr_dependent_no_common z tests
#> z_logistic z_logistic z tests
#> z_poisson z_poisson z tests
#> z_tetrachoric z_tetrachoric z tests
#> wilcoxon_signed wilcoxon_signed nonparametric
#> wilcoxon_mann_whitney wilcoxon_mann_whitney nonparametric
#> roc_auc_one roc_auc_one biomarker
#> roc_auc_two roc_auc_two biomarker
#> diagnostic_acc diagnostic_acc biomarker
#> survival_logrank survival_logrank biomarker
#> cox_regression cox_regression biomarker
#> discovery_fdr discovery_fdr biomarker
#> ttest_biomarker ttest_biomarker biomarker
#> rct_superiority_continuous rct_superiority_continuous clinical
#> rct_superiority_binary rct_superiority_binary clinical
#> rct_noninferiority_continuous rct_noninferiority_continuous clinical
#> rct_noninferiority_binary rct_noninferiority_binary clinical
#> rct_equivalence_continuous rct_equivalence_continuous clinical
#> rct_equivalence_proportion rct_equivalence_proportion clinical
#> simon_two_stage simon_two_stage clinical
#> cluster_rct cluster_rct clinical
#> multi_arm_superiority multi_arm_superiority clinical
#> count_endpoint_poisson count_endpoint_poisson clinical
#> survival_pmu survival_pmu clinical
#> label
#> t_one_sample Means: Difference from constant (one sample case)
#> t_paired Means: Difference between two dependent means (matched pairs)
#> t_two_sample Means: Difference between two independent means (two groups)
#> t_point_biserial Correlation: Point biserial model
#> t_linear_regression Linear regression: Size of slope (one group)
#> t_linear_regression_two_groups Linear regression: Difference between two slopes (two groups)
#> t_generic Generic t test
#> f_anova_one_way ANOVA: Fixed effects, omnibus, one-way
#> f_anova_special ANOVA: Fixed effects, special, main effects and interactions
#> f_mreg_omnibus Multiple regression: Omnibus (R2 deviation from zero)
#> f_mreg_increase Multiple regression: Special (R2 increase)
#> f_variance_two Variance: Inequality of two variances
#> chisq_variance_one Variance: Difference from constant (one sample case)
#> chisq_gof Goodness-of-fit tests: Contingency tables
#> chisq_contingency Contingency tables
#> exact_binomial Generic binomial test
#> exact_one_proportion Proportion: Difference from constant (one sample case)
#> exact_sign Proportion: Sign test
#> exact_fisher Proportions: Inequality of two independent groups (Fisher exact)
#> exact_mcnemar Proportion: Inequality, two dependent groups (McNemar)
#> exact_correlation Correlation: Difference from constant (one sample case)
#> exact_mreg_random Multiple regression: Random model
#> z_corr_independent Correlation: Inequality of two independent Pearson r's
#> z_corr_dependent_common Correlation: Inequality of two dependent Pearson r's (common index)
#> z_corr_dependent_no_common Correlation: Inequality of two dependent Pearson r's (no common index)
#> z_logistic Regression: Logistic regression
#> z_poisson Regression: Poisson regression
#> z_tetrachoric Correlation: Tetrachoric correlation
#> wilcoxon_signed Wilcoxon signed-rank test: One sample or matched pairs
#> wilcoxon_mann_whitney Wilcoxon-Mann-Whitney test: Two independent means
#> roc_auc_one ROC AUC: One sample vs null AUC
#> roc_auc_two ROC AUC: Compare two independent AUCs
#> diagnostic_acc Diagnostic accuracy: Sensitivity and specificity
#> survival_logrank Survival: Log-rank test
#> cox_regression Survival: Cox PH single covariate
#> discovery_fdr Discovery: Multiplicity-adjusted FDR screening
#> ttest_biomarker Differential expression: Two-group t test
#> rct_superiority_continuous RCT superiority: Continuous endpoint
#> rct_superiority_binary RCT superiority: Binary endpoint
#> rct_noninferiority_continuous Non-inferiority: Continuous endpoint
#> rct_noninferiority_binary Non-inferiority: Binary endpoint
#> rct_equivalence_continuous Equivalence: Continuous endpoint (TOST)
#> rct_equivalence_proportion Equivalence: Binary endpoint (TOST)
#> simon_two_stage Simon two-stage Phase II design
#> cluster_rct Cluster-randomized trial
#> multi_arm_superiority Multi-arm superiority (ANOVA)
#> count_endpoint_poisson Count endpoint: Poisson regression
#> survival_pmu Survival endpoint: Log-rank primary analysis
#> method
#> t_one_sample distribution kernel
#> t_paired distribution kernel
#> t_two_sample distribution kernel
#> t_point_biserial distribution kernel
#> t_linear_regression distribution kernel
#> t_linear_regression_two_groups distribution kernel
#> t_generic distribution kernel
#> f_anova_one_way distribution kernel
#> f_anova_special distribution kernel
#> f_mreg_omnibus distribution kernel
#> f_mreg_increase distribution kernel
#> f_variance_two distribution kernel
#> chisq_variance_one distribution kernel
#> chisq_gof distribution kernel
#> chisq_contingency distribution kernel
#> exact_binomial distribution kernel
#> exact_one_proportion distribution kernel
#> exact_sign distribution kernel
#> exact_fisher distribution kernel
#> exact_mcnemar distribution kernel
#> exact_correlation Fisher Z with exact-kernel TODO
#> exact_mreg_random exact R2 distribution approximation
#> z_corr_independent distribution kernel
#> z_corr_dependent_common distribution kernel
#> z_corr_dependent_no_common distribution kernel
#> z_logistic distribution kernel
#> z_poisson distribution kernel
#> z_tetrachoric large-sample tetrachoric z approximation
#> wilcoxon_signed distribution kernel
#> wilcoxon_mann_whitney distribution kernel
#> roc_auc_one Hanley-McNeil AUC variance approximation
#> roc_auc_two DeLong-style AUC difference approximation
#> diagnostic_acc Binomial normal approximation
#> survival_logrank Schoenfeld/Freedman log-rank approximation
#> cox_regression Cox Wald z approximation
#> discovery_fdr Benjamini-Hochberg FDR framework
#> ttest_biomarker Two-sample t test (biomarker wrapper)
#> rct_superiority_continuous One-sided two-sample t test
#> rct_superiority_binary One-sided Fisher exact / proportions
#> rct_noninferiority_continuous One-sided NI t test
#> rct_noninferiority_binary One-sided NI proportions test
#> rct_equivalence_continuous Two one-sided t tests (TOST)
#> rct_equivalence_proportion Two one-sided proportion tests (TOST)
#> simon_two_stage Simon 1989 two-stage binomial design
#> cluster_rct Design effect from ICC
#> multi_arm_superiority One-way ANOVA F test
#> count_endpoint_poisson Poisson regression z approximation
#> survival_pmu Schoenfeld/Freedman log-rank approximation
#> parity domain module
#> t_one_sample supported general workspace
#> t_paired supported general workspace
#> t_two_sample supported general workspace
#> t_point_biserial supported general workspace
#> t_linear_regression supported general workspace
#> t_linear_regression_two_groups supported general workspace
#> t_generic supported general workspace
#> f_anova_one_way supported general workspace
#> f_anova_special supported general workspace
#> f_mreg_omnibus supported general workspace
#> f_mreg_increase supported general workspace
#> f_variance_two supported general workspace
#> chisq_variance_one supported general workspace
#> chisq_gof supported general workspace
#> chisq_contingency supported general workspace
#> exact_binomial supported general workspace
#> exact_one_proportion supported general workspace
#> exact_sign supported general workspace
#> exact_fisher supported general workspace
#> exact_mcnemar supported general workspace
#> exact_correlation approximation general workspace
#> exact_mreg_random supported general workspace
#> z_corr_independent supported general workspace
#> z_corr_dependent_common supported general workspace
#> z_corr_dependent_no_common supported general workspace
#> z_logistic supported general workspace
#> z_poisson supported general workspace
#> z_tetrachoric approximation general workspace
#> wilcoxon_signed supported general workspace
#> wilcoxon_mann_whitney supported general workspace
#> roc_auc_one supported biomarker biomarker
#> roc_auc_two supported biomarker biomarker
#> diagnostic_acc supported biomarker biomarker
#> survival_logrank supported biomarker biomarker
#> cox_regression supported biomarker biomarker
#> discovery_fdr supported biomarker biomarker
#> ttest_biomarker supported biomarker biomarker
#> rct_superiority_continuous supported pharma clinical
#> rct_superiority_binary supported pharma clinical
#> rct_noninferiority_continuous supported pharma clinical
#> rct_noninferiority_binary supported pharma clinical
#> rct_equivalence_continuous supported pharma clinical
#> rct_equivalence_proportion supported pharma clinical
#> simon_two_stage supported pharma clinical
#> cluster_rct supported pharma clinical
#> multi_arm_superiority supported pharma clinical
#> count_endpoint_poisson supported pharma clinical
#> survival_pmu supported pharma clinical
#> modes
#> t_one_sample a_priori, compromise, criterion, post_hoc, sensitivity
#> t_paired a_priori, compromise, criterion, post_hoc, sensitivity
#> t_two_sample a_priori, compromise, criterion, post_hoc, sensitivity
#> t_point_biserial a_priori, compromise, criterion, post_hoc, sensitivity
#> t_linear_regression a_priori, compromise, criterion, post_hoc, sensitivity
#> t_linear_regression_two_groups a_priori, compromise, criterion, post_hoc, sensitivity
#> t_generic post_hoc, criterion, sensitivity, compromise
#> f_anova_one_way a_priori, compromise, criterion, post_hoc, sensitivity
#> f_anova_special a_priori, compromise, criterion, post_hoc, sensitivity
#> f_mreg_omnibus a_priori, compromise, criterion, post_hoc, sensitivity
#> f_mreg_increase a_priori, compromise, criterion, post_hoc, sensitivity
#> f_variance_two a_priori, compromise, criterion, post_hoc, sensitivity
#> chisq_variance_one a_priori, compromise, criterion, post_hoc, sensitivity
#> chisq_gof a_priori, compromise, criterion, post_hoc, sensitivity
#> chisq_contingency a_priori, compromise, criterion, post_hoc, sensitivity
#> exact_binomial a_priori, compromise, criterion, post_hoc, sensitivity
#> exact_one_proportion a_priori, compromise, criterion, post_hoc, sensitivity
#> exact_sign a_priori, compromise, criterion, post_hoc, sensitivity
#> exact_fisher a_priori, compromise, criterion, post_hoc, sensitivity
#> exact_mcnemar a_priori, compromise, criterion, post_hoc, sensitivity
#> exact_correlation a_priori, compromise, criterion, post_hoc, sensitivity
#> exact_mreg_random a_priori, compromise, criterion, post_hoc, sensitivity
#> z_corr_independent a_priori, compromise, criterion, post_hoc, sensitivity
#> z_corr_dependent_common a_priori, compromise, criterion, post_hoc, sensitivity
#> z_corr_dependent_no_common a_priori, compromise, criterion, post_hoc, sensitivity
#> z_logistic a_priori, compromise, criterion, post_hoc, sensitivity
#> z_poisson a_priori, compromise, criterion, post_hoc, sensitivity
#> z_tetrachoric a_priori, compromise, criterion, post_hoc, sensitivity
#> wilcoxon_signed a_priori, compromise, criterion, post_hoc, sensitivity
#> wilcoxon_mann_whitney a_priori, compromise, criterion, post_hoc, sensitivity
#> roc_auc_one a_priori, compromise, criterion, post_hoc, sensitivity
#> roc_auc_two a_priori, compromise, criterion, post_hoc, sensitivity
#> diagnostic_acc a_priori, compromise, criterion, post_hoc, sensitivity
#> survival_logrank a_priori, compromise, criterion, post_hoc, sensitivity
#> cox_regression a_priori, compromise, criterion, post_hoc, sensitivity
#> discovery_fdr a_priori, compromise, criterion, post_hoc, sensitivity
#> ttest_biomarker a_priori, compromise, criterion, post_hoc, sensitivity
#> rct_superiority_continuous a_priori, compromise, criterion, post_hoc, sensitivity
#> rct_superiority_binary a_priori, compromise, criterion, post_hoc, sensitivity
#> rct_noninferiority_continuous a_priori, compromise, criterion, post_hoc, sensitivity
#> rct_noninferiority_binary a_priori, compromise, criterion, post_hoc, sensitivity
#> rct_equivalence_continuous a_priori, compromise, criterion, post_hoc, sensitivity
#> rct_equivalence_proportion a_priori, compromise, criterion, post_hoc, sensitivity
#> simon_two_stage post_hoc, sensitivity
#> cluster_rct a_priori, compromise, criterion, post_hoc, sensitivity
#> multi_arm_superiority a_priori, compromise, criterion, post_hoc, sensitivity
#> count_endpoint_poisson a_priori, compromise, criterion, post_hoc, sensitivity
#> survival_pmu a_priori, compromise, criterion, post_hoc, sensitivity
ggpower_tests(module = "biomarker")
#> id family
#> roc_auc_one roc_auc_one biomarker
#> roc_auc_two roc_auc_two biomarker
#> diagnostic_acc diagnostic_acc biomarker
#> survival_logrank survival_logrank biomarker
#> cox_regression cox_regression biomarker
#> discovery_fdr discovery_fdr biomarker
#> ttest_biomarker ttest_biomarker biomarker
#> label
#> roc_auc_one ROC AUC: One sample vs null AUC
#> roc_auc_two ROC AUC: Compare two independent AUCs
#> diagnostic_acc Diagnostic accuracy: Sensitivity and specificity
#> survival_logrank Survival: Log-rank test
#> cox_regression Survival: Cox PH single covariate
#> discovery_fdr Discovery: Multiplicity-adjusted FDR screening
#> ttest_biomarker Differential expression: Two-group t test
#> method parity domain
#> roc_auc_one Hanley-McNeil AUC variance approximation supported biomarker
#> roc_auc_two DeLong-style AUC difference approximation supported biomarker
#> diagnostic_acc Binomial normal approximation supported biomarker
#> survival_logrank Schoenfeld/Freedman log-rank approximation supported biomarker
#> cox_regression Cox Wald z approximation supported biomarker
#> discovery_fdr Benjamini-Hochberg FDR framework supported biomarker
#> ttest_biomarker Two-sample t test (biomarker wrapper) supported biomarker
#> module
#> roc_auc_one biomarker
#> roc_auc_two biomarker
#> diagnostic_acc biomarker
#> survival_logrank biomarker
#> cox_regression biomarker
#> discovery_fdr biomarker
#> ttest_biomarker biomarker
#> modes
#> roc_auc_one a_priori, compromise, criterion, post_hoc, sensitivity
#> roc_auc_two a_priori, compromise, criterion, post_hoc, sensitivity
#> diagnostic_acc a_priori, compromise, criterion, post_hoc, sensitivity
#> survival_logrank a_priori, compromise, criterion, post_hoc, sensitivity
#> cox_regression a_priori, compromise, criterion, post_hoc, sensitivity
#> discovery_fdr a_priori, compromise, criterion, post_hoc, sensitivity
#> ttest_biomarker a_priori, compromise, criterion, post_hoc, sensitivity