Quick Table Generation & Exploratory Analyses on ADaM-Ish Datasets
Find the proper function to apply to each statistical and column block...
GT Column Names
Identify Names of Columns
The smallest possible data set we could filter to semi-join later
Function to clean and combine ADAE dataset with ADSL
Get Factor Levels
Function to pre-filter the ADAE depending on the stan table selected
Function to pre-filter the ADSL depending on the stan table selected
Combine BDS Data Frames
Create Pretty IDs for TG Table
Run the Shiny Application
Show ADaM Compatibility Alert
Create Standard Footnotes for TG Table
Suggest Column Mappings for ADaM
Suggest ADaM Domain
Prepare the table generator data for output
Validate ADaM Structure
Re-order Factor Levels by VARN
Provides users a quick exploratory dive into common visualizations without writing a single line of code given the users data follows the Analysis Data Model (ADaM) standards put forth by the Clinical Data Interchange Standards Consortium (CDISC) <https://www.cdisc.org>. Prominent modules/ features of the application are the Table Generator, Population Explorer, and the Individual Explorer. The Table Generator allows users to drag and drop variables and desired statistics (frequencies, means, ANOVA, t-test, and other summary statistics) into bins that automagically create stunning tables with validated information. The Population Explorer offers various plots to visualize general trends in the population from various vantage points. Plot modules currently include scatter plot, spaghetti plot, box plot, histogram, means plot, and bar plot. Each plot type allows the user to plot uploaded variables against one another, and dissect the population by filtering out certain subjects. Last, the Individual Explorer establishes a cohesive patient narrative, allowing the user to interact with patient metrics (params) by visit or plotting important patient events on a timeline. All modules allow for concise filtering & downloading bulk outputs into html or pdf formats to save for later.
Useful links