Package index • rbmiUtils

Data Preparation

Validate and prepare data before imputation

validate_data(): Validate Data Before Imputation
prepare_data_ice(): Prepare Intercurrent Event Data
summarise_missingness(): Summarise Missing Data Patterns

Analysis

Apply analysis functions across imputed datasets

analyse_mi_data(): Apply Analysis Function to Multiple Imputed Datasets
gcomp_responder(): G-computation Analysis for a Single Visit
gcomp_responder_multi(): G-computation for a Binary Outcome at Multiple Visits
gcomp_binary(): Utility function for Generalized G-computation for Binary Outcomes

Tidying

Tidy and extract results from pooled objects

tidy_pool_obj(): Tidy and Annotate a Pooled Object for Publication
extract_trt_effects(): Extract Treatment Effect Estimates
extract_lsm(): Extract Least Squares Means

Reporting

Publication-ready tables and plots

efficacy_table(): Create Regulatory-Style Efficacy Summary Table
plot_forest(): Create a Forest Plot from an rbmi Pool Object

Introspection

Inspect draws, imputations, and MI diagnostics

describe_draws(): Describe an rbmi Draws Object
describe_imputation(): Describe an rbmi Imputation Object

Formatting

Format values for publication

format_pvalue(): Format P-values for Publication
format_estimate(): Format Estimate with Confidence Interval
format_results_table(): Format Results Table for Publication
format_results(): Format Results for Reporting

Storage

Efficient storage of imputed datasets

reduce_imputed_data(): Reduce Imputed Data for Efficient Storage
expand_imputed_data(): Expand Reduced Imputed Data to Full Dataset

Utilities

Helper functions for imputed data workflows

get_imputed_data(): Get Imputed Data Sets as a data frame
create_impid(): Create IMPID Column for Imputed Datasets
combine_results(): Combine Results Across Multiple Analyses
pool_to_ard(): Convert Pool Object to ARD Format

Print & Summary Methods

S3 methods for inspecting rbmiUtils objects

print(<analysis>): Print Method for Analysis Objects
print(<describe_draws>): Print Method for describe_draws Objects
print(<describe_imputation>): Print Method for describe_imputation Objects
print(<pool>): Print Method for Pool Objects
summary(<analysis>): Summary Method for Analysis Objects
summary(<pool>): Summary Method for Pool Objects

Datasets

Example datasets for demonstrations

ADEFF: Example efficacy trial dataset
ADMI: Example multiple imputation trial dataset