From 169fd35691fbec060703875bcfcbc00200e7a64d Mon Sep 17 00:00:00 2001 From: Jacob Long Date: Fri, 9 Aug 2024 13:41:06 -0400 Subject: [PATCH] Drop the grid format --- paper.md | 23 ++++++++--------------- 1 file changed, 8 insertions(+), 15 deletions(-) diff --git a/paper.md b/paper.md index 6ab03d0e..ef1f1a84 100644 --- a/paper.md +++ b/paper.md @@ -101,21 +101,14 @@ Finally, @spalti2023 use `weights_tests()` to assess the sensitivity of their estimates to the influence of survey sampling weights in their research on scientific misperceptions. -+-------------------------------+--------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------+-----------------------------------------------------------------------+------------------------------------------------------------------------------------+---------------------------------------------------------+--------------------------------------------------+ -| **Feature** | `jtools` | `marginaleffects` | `modelsummary` | `sjPlot` | `ggeffects` | `gtsummary` | `parameters` | -+-------------------------------+--------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------+-----------------------------------------------------------------------+------------------------------------------------------------------------------------+---------------------------------------------------------+--------------------------------------------------+ -| **Model information** | Flexible summaries, robust SEs, VIFs, centered and scaled variables, model fit statistics | Marginal effects, contrasts, equivalence tests | All information available via `broom` and `parameters`, plus robust SEs | Flexible summaries, robust SEs, scaled variables, model fit statistics | Marginal effects, contrasts, equivalence tests (from `marginaleffects` or `emmeans`) | Information available via `broom`, pairwise comparisons | Coefficient estimates, intervals, test statistics | -+-------------------------------+--------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------+-----------------------------------------------------------------------+------------------------------------------------------------------------------------+---------------------------------------------------------+--------------------------------------------------+ -| **Supported models** | lm, glm, mixed models, survey data for summaries, many more for visualization | Over 100 types | All models supported by `broom` and `parameters` | lm, glm, mixed models, Bayesian models | Large number of models | All that are supported by `broom` | Large number, including structural models | -+-------------------------------+--------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------+-----------------------------------------------------------------------+------------------------------------------------------------------------------------+---------------------------------------------------------+--------------------------------------------------+ -| **Visualization** | Effect plots, coefficient plots (`ggplot2`) | Visualization of marginal effects, similar to `ggeffects` | Coefficient plots (`ggplot2`) | Coefficient plots (`ggplot2`) | Plots for effects, predictions, etc. | Experimental coefficient plot functions | Visualization of model parameters | -+-------------------------------+--------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------+-----------------------------------------------------------------------+------------------------------------------------------------------------------------+---------------------------------------------------------+--------------------------------------------------+ -| **Model summary export options** | Coefficient plots, tables to PDF/html/Word via `huxtable` | Limited (console-focused) | Most extensive, customizable, easy to use (Markdown, LaTeX, HTML, etc.) | To HTML | To HTML and Markdown | Extensive (Word, PDF, HTML, etc.) | To HTML and Markdown | -+-------------------------------+--------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------+-----------------------------------------------------------------------+------------------------------------------------------------------------------------+---------------------------------------------------------+--------------------------------------------------+ -| **Interface** | User-friendly, non-standard evaluation, customizable, bundled features in single function calls | Simple, tidy, pipeline-oriented | Simple, user-friendly, power user features | User-friendly, easy to integrate | Simple, user-friendly, pipeline-oriented | Pipeline-oriented, focus on table output | User-friendly | -+-------------------------------+--------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------+-----------------------------------------------------------------------+------------------------------------------------------------------------------------+---------------------------------------------------------+--------------------------------------------------+ -| **Unique features** | Extensive survey/weights support, plot intervals with robust errors, include partial residuals on plots | Detailed marginal effect analysis, flexible contrasts and hypothesis testing, extensive documentation | Also includes summaries of data frames | Support for psychometric item analysis | Plot intervals with robust errors, plot partial residuals on plots | Medical research-oriented summaries, focus on data summaries | Includes variable selection/data reduction tools | -+-------------------------------+--------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------+-----------------------------------------------------------------------+------------------------------------------------------------------------------------+---------------------------------------------------------+--------------------------------------------------+ +| **Feature** | `jtools` | `marginaleffects` | `modelsummary` | `sjPlot` | `ggeffects` | `gtsummary` | `parameters` | +|--------------------------------|----------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------|--------------------------------------------------------------------|-------------------------------------------------------------------|--------------------------------------------------------------------------------|-----------------------------------------------------|--------------------------------------------------| +| **Model information** | Flexible summaries, robust SEs, VIFs, centered and scaled variables, model fit statistics | Marginal effects, contrasts, equivalence tests | All information available via `broom` and `parameters`, plus robust SEs | Flexible summaries, robust SEs, scaled variables, model fit statistics | Marginal effects, contrasts, equivalence tests (from `marginaleffects` or `emmeans`) | Information available via `broom`, pairwise comparisons | Coefficient estimates, intervals, test statistics | +| **Supported models** | lm, glm, mixed models, survey data for summaries, many more for visualization | Over 100 types | All models supported by `broom` and `parameters` | lm, glm, mixed models, Bayesian models | Large number of models | All that are supported by `broom` | Large number, including structural models | +| **Visualization** | Effect plots, coefficient plots (`ggplot2`) | Visualization of marginal effects, similar to `ggeffects` | Coefficient plots (`ggplot2`) | Coefficient plots (`ggplot2`) | Plots for effects, predictions, etc. | Experimental coefficient plot functions | Visualization of model parameters | +| **Model summary export options** | Coefficient plots, tables to PDF/html/Word via "huxtable" | Limited (console-focused) | Most extensive, customizable, easy to use (Markdown, LaTeX, HTML, etc.) | To HTML | To HTML and Markdown | Extensive (Word, PDF, HTML, etc.) | To HTML and Markdown | +| **Interface** | User-friendly, non-standard evaluation, customizable, bundled features in single function calls | Simple, tidy, pipeline-oriented | Simple, user-friendly, power user features | User-friendly, easy to integrate | Simple, user-friendly, pipeline-oriented | Pipeline-oriented, focus on table output | User-friendly | +| **Unique Features** | Extensive survey/weights support, plot intervals with robust errors, include partial residuals on plots | Detailed marginal effect analysis, flexible contrasts and hypothesis testing, extensive documentation | Also includes summaries of data frames | Support for psychometric item analysis | Plot intervals with robust errors, plot partial residuals on plots | Medical research-oriented summaries, focus on data summaries | Includes variable selection/data reduction tools | # References \ No newline at end of file