From 6a5a6c82d510710cd5ea8209a8bee7c325c18c2a Mon Sep 17 00:00:00 2001 From: Jacob Long Date: Fri, 9 Aug 2024 13:21:09 -0400 Subject: [PATCH] Try another approach to the table --- paper.md | 28 +++++++++++++++------------- 1 file changed, 15 insertions(+), 13 deletions(-) diff --git a/paper.md b/paper.md index 2902bad1..81b42b40 100644 --- a/paper.md +++ b/paper.md @@ -101,19 +101,21 @@ 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. -\newpage -\begin{landscape} - -| **Feature** | `jtools` | `marginaleffects` | `modelsummary` | `sjPlot` | `ggeffects` | `gtsummary` | `performance` | `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 | Model fit and diagnostics | 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 of models | 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 | Uses `see` package | 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 Markdown | 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, simple | 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 | nan | Includes variable selection/data reduction tools | - -\end{landscape} +\newpage + + +\footnotesize + +| `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 | + +\normalsize \newpage # References \ No newline at end of file