diff --git a/_freeze/index/execute-results/html.json b/_freeze/index/execute-results/html.json
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@@ -1,8 +1,8 @@
 {
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+  "hash": "02e8026c465b4045b2b51823b5eb4107",
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-    "markdown": "---\nformat: html\n---\n\n\n\n\n# Welcome {.unnumbered}\n\n\n\n<!-- README.md is generated from README.Rmd. Please edit that file -->\n\nThis book provides examples of exposure-response analysis with Bayesian\nmethods.\n\n## Install necessary packages <a href=\"https://genentech.github.io/BayesERtools/\"><img src=\"resources/BayesERtool-logo.png\" align=\"right\" height=\"138\" alt=\"BayesERtools website\" /></a>\n\nThe examples utilizes\n[`BayesERtools`](https://genentech.github.io/BayesERtools/) package.\n\n- Tutorial (`BayesERbook`): <https://genentech.github.io/BayesERbook/>\n- Package documentation: <https://genentech.github.io/BayesERtools/>\n- GitHub repo of the package:\n  <https://github.com/genentech/BayesERtools/>\n\nYou can install the package as follows:\n\n``` r\ninstall.packages('BayesERtools')\n# devtools::install_github(\"genentech/BayesERtools\") # development version\n```\n\n## Model types supported by `BayesERtools`\n\n<div id=\"pzveloiefp\" style=\"padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;\">\n  &#10;  <table class=\"gt_table\" data-quarto-disable-processing=\"false\" data-quarto-bootstrap=\"false\">\n  <thead>\n    <tr class=\"gt_col_headings gt_spanner_row\">\n      <th class=\"gt_col_heading gt_columns_bottom_border gt_left\" rowspan=\"2\" colspan=\"1\" style=\"text-align: center; vertical-align: top;\" scope=\"col\" id=\"feature_name\"></th>\n      <th class=\"gt_center gt_columns_top_border gt_column_spanner_outer\" rowspan=\"1\" colspan=\"2\" scope=\"colgroup\" id=\"Binary endpoint\">\n        <div class=\"gt_column_spanner\">Binary endpoint</div>\n      </th>\n      <th class=\"gt_center gt_columns_top_border gt_column_spanner_outer\" rowspan=\"1\" colspan=\"2\" scope=\"colgroup\" id=\"Continuous endpoint\">\n        <div class=\"gt_column_spanner\">Continuous endpoint</div>\n      </th>\n    </tr>\n    <tr class=\"gt_col_headings\">\n      <th class=\"gt_col_heading gt_columns_bottom_border gt_left\" rowspan=\"1\" colspan=\"1\" style=\"text-align: center; vertical-align: top;\" scope=\"col\" id=\"lin_logit\">Linear (logit)</th>\n      <th class=\"gt_col_heading gt_columns_bottom_border gt_left\" rowspan=\"1\" colspan=\"1\" style=\"text-align: center; vertical-align: top;\" scope=\"col\" id=\"emax_logit\"><span class='gt_from_md'>E<sub/>max</sub> (logit)</span></th>\n      <th class=\"gt_col_heading gt_columns_bottom_border gt_left\" rowspan=\"1\" colspan=\"1\" style=\"text-align: center; vertical-align: top;\" scope=\"col\" id=\"linear\">Linear</th>\n      <th class=\"gt_col_heading gt_columns_bottom_border gt_left\" rowspan=\"1\" colspan=\"1\" style=\"text-align: center; vertical-align: top;\" scope=\"col\" id=\"emax\"><span class='gt_from_md'>E<sub/>max</sub></span></th>\n    </tr>\n  </thead>\n  <tbody class=\"gt_table_body\">\n    <tr><td headers=\"feature_name\" class=\"gt_row gt_left\" style=\"text-align: right; vertical-align: middle;\"><span class='gt_from_md'>backend</span></td>\n<td headers=\"lin_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'><code>rstanarm</code></span></td>\n<td headers=\"emax_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'><code>rstanemax</code></span></td>\n<td headers=\"linear\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'><code>rstanarm</code></span></td>\n<td headers=\"emax\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'><code>rstanemax</code></span></td></tr>\n    <tr><td headers=\"feature_name\" class=\"gt_row gt_left\" style=\"text-align: right; vertical-align: middle;\"><span class='gt_from_md'>reference</span></td>\n<td headers=\"lin_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span style=\"white-space: pre;\"><a href=\"https://mc-stan.org/rstanarm/reference/stan_glm.html\" target=\"_blank\" style=\"color:#008B8B;text-decoration:none;display: inline-block;\">🔗</a></span></td>\n<td headers=\"emax_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span style=\"white-space: pre;\"><a href=\"https://yoshidk6.github.io/rstanemax/reference/stan_emax.html\" target=\"_blank\" style=\"color:#008B8B;text-decoration:none;display: inline-block;\">🔗</a></span></td>\n<td headers=\"linear\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span style=\"white-space: pre;\"><a href=\"https://mc-stan.org/rstanarm/reference/stan_glm.html\" target=\"_blank\" style=\"color:#008B8B;text-decoration:none;display: inline-block;\">🔗</a></span></td>\n<td headers=\"emax\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span style=\"white-space: pre;\"><a href=\"https://yoshidk6.github.io/rstanemax/reference/stan_emax_binary.html\" target=\"_blank\" style=\"color:#008B8B;text-decoration:none;display: inline-block;\">🔗</a></span></td></tr>\n    <tr><td headers=\"feature_name\" class=\"gt_row gt_left\" style=\"text-align: right; vertical-align: middle;\"><span class='gt_from_md'>develop model</span></td>\n<td headers=\"lin_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"linear\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td></tr>\n    <tr><td headers=\"feature_name\" class=\"gt_row gt_left\" style=\"text-align: right; vertical-align: middle;\"><span class='gt_from_md'>simulate &amp; plot ER</span></td>\n<td headers=\"lin_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"linear\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td></tr>\n    <tr><td headers=\"feature_name\" class=\"gt_row gt_left\" style=\"text-align: right; vertical-align: middle;\"><span class='gt_from_md'>exposure metrics selection</span></td>\n<td headers=\"lin_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"linear\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td></tr>\n    <tr><td headers=\"feature_name\" class=\"gt_row gt_left\" style=\"text-align: right; vertical-align: middle;\"><span class='gt_from_md'>covariate selection</span></td>\n<td headers=\"lin_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>❌</span></td>\n<td headers=\"linear\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>❌</span></td></tr>\n    <tr><td headers=\"feature_name\" class=\"gt_row gt_left\" style=\"text-align: right; vertical-align: middle;\"><span class='gt_from_md'>covariate forest plot</span></td>\n<td headers=\"lin_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>❌</span></td>\n<td headers=\"linear\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>🟡</span></td>\n<td headers=\"emax\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>❌</span></td></tr>\n  </tbody>\n  &#10;  <tfoot class=\"gt_footnotes\">\n    <tr>\n      <td class=\"gt_footnote\" colspan=\"5\"> ✅ Available, 🟡 In plan/under development, ❌ Not in a current plan</td>\n    </tr>\n  </tfoot>\n</table>\n</div>\n\n## Note for developer\n\nRun `usethis::use_tidy_style(strict = FALSE)` before committing to\nensure that the code is formatted appropriately.\n\n\n\n\n## Session info\n\n\n\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\ndevtools::session_info()\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n─ Session info ───────────────────────────────────────────────────────────────\n setting  value\n version  R version 4.4.1 (2024-06-14)\n os       Ubuntu 22.04.5 LTS\n system   x86_64, linux-gnu\n ui       X11\n language (EN)\n collate  en_US.UTF-8\n ctype    en_US.UTF-8\n tz       Etc/UTC\n date     2025-02-17\n pandoc   3.1.11 @ /usr/lib/rstudio-server/bin/quarto/bin/tools/x86_64/ (via rmarkdown)\n\n─ Packages ───────────────────────────────────────────────────────────────────\n package        * version    date (UTC) lib source\n abind            1.4-8      2024-09-12 [2] RSPM (R 4.4.0)\n arrayhelpers     1.1-0      2020-02-04 [1] RSPM (R 4.4.0)\n backports        1.5.0      2024-05-23 [2] RSPM (R 4.4.0)\n base64enc        0.1-3      2015-07-28 [2] RSPM (R 4.4.0)\n BayesERtools   * 0.2.1.1001 2025-02-17 [1] Github (genentech/BayesERtools@f12a766)\n bayesplot      * 1.11.1     2024-02-15 [2] RSPM (R 4.4.0)\n boot             1.3-31     2024-08-28 [4] RSPM (R 4.4.1)\n cachem           1.1.0      2024-05-16 [2] RSPM (R 4.4.0)\n checkmate        2.3.2      2024-07-29 [2] RSPM (R 4.4.0)\n cli              3.6.3      2024-06-21 [2] RSPM (R 4.4.0)\n coda             0.19-4.1   2024-01-31 [2] RSPM (R 4.4.0)\n codetools        0.2-20     2024-03-31 [4] RSPM (R 4.4.1)\n colorspace       2.1-1      2024-07-26 [2] RSPM (R 4.4.0)\n colourpicker     1.3.0      2023-08-21 [2] RSPM (R 4.4.0)\n crosstalk        1.2.1      2023-11-23 [2] RSPM (R 4.4.0)\n curl             5.2.3      2024-09-20 [2] RSPM (R 4.4.0)\n devtools         2.4.5      2022-10-11 [1] RSPM (R 4.4.0)\n digest           0.6.37     2024-08-19 [2] RSPM (R 4.4.0)\n distributional   0.5.0      2024-09-17 [2] RSPM (R 4.4.0)\n dplyr          * 1.1.4      2023-11-17 [2] RSPM (R 4.4.0)\n DT               0.33       2024-04-04 [2] RSPM (R 4.4.0)\n dygraphs         1.1.1.6    2018-07-11 [2] RSPM (R 4.4.0)\n ellipsis         0.3.2      2021-04-29 [1] RSPM (R 4.4.0)\n evaluate         1.0.1      2024-10-10 [2] RSPM (R 4.4.0)\n fansi            1.0.6      2023-12-08 [2] RSPM (R 4.4.0)\n fastmap          1.2.0      2024-05-15 [2] RSPM (R 4.4.0)\n forcats        * 1.0.0      2023-01-29 [2] RSPM (R 4.4.0)\n fs               1.6.4      2024-04-25 [2] RSPM (R 4.4.0)\n generics         0.1.3      2022-07-05 [2] RSPM (R 4.4.0)\n ggdist           3.3.2      2024-03-05 [1] RSPM (R 4.4.0)\n ggplot2        * 3.5.1      2024-04-23 [2] RSPM (R 4.4.0)\n glue             1.8.0      2024-09-30 [2] RSPM (R 4.4.0)\n gridExtra        2.3        2017-09-09 [2] RSPM (R 4.4.0)\n gt             * 0.11.1     2024-10-04 [1] RSPM (R 4.4.0)\n gtable           0.3.5      2024-04-22 [2] RSPM (R 4.4.0)\n gtools           3.9.5      2023-11-20 [2] RSPM (R 4.4.0)\n here           * 1.0.1      2020-12-13 [1] RSPM (R 4.4.0)\n hms              1.1.3      2023-03-21 [2] RSPM (R 4.4.0)\n htmltools        0.5.8.1    2024-04-04 [2] RSPM (R 4.4.0)\n htmlwidgets      1.6.4      2023-12-06 [2] RSPM (R 4.4.0)\n httpuv           1.6.15     2024-03-26 [2] RSPM (R 4.4.0)\n igraph           2.0.3      2024-03-13 [2] RSPM (R 4.4.0)\n inline           0.3.19     2021-05-31 [2] RSPM (R 4.4.0)\n jsonlite         1.8.9      2024-09-20 [2] RSPM (R 4.4.0)\n knitr            1.48       2024-07-07 [2] RSPM (R 4.4.0)\n later            1.3.2      2023-12-06 [2] RSPM (R 4.4.0)\n lattice          0.22-6     2024-03-20 [4] RSPM (R 4.4.1)\n lifecycle        1.0.4      2023-11-07 [2] RSPM (R 4.4.0)\n lme4             1.1-35.5   2024-07-03 [2] RSPM (R 4.4.0)\n loo            * 2.8.0      2024-07-03 [2] RSPM (R 4.4.0)\n lubridate      * 1.9.3      2023-09-27 [2] RSPM (R 4.4.0)\n magrittr         2.0.3      2022-03-30 [2] RSPM (R 4.4.0)\n markdown         1.13       2024-06-04 [2] RSPM (R 4.4.0)\n MASS             7.3-61     2024-06-13 [4] RSPM (R 4.4.1)\n Matrix           1.7-0      2024-04-26 [4] RSPM (R 4.4.1)\n matrixStats      1.4.1      2024-09-08 [2] RSPM (R 4.4.0)\n memoise          2.0.1      2021-11-26 [2] RSPM (R 4.4.0)\n mime             0.12       2021-09-28 [2] RSPM (R 4.4.0)\n miniUI           0.1.1.1    2018-05-18 [2] RSPM (R 4.4.0)\n minqa            1.2.8      2024-08-17 [2] RSPM (R 4.4.0)\n munsell          0.5.1      2024-04-01 [2] RSPM (R 4.4.0)\n nlme             3.1-166    2024-08-14 [4] RSPM (R 4.4.1)\n nloptr           2.1.1      2024-06-25 [2] RSPM (R 4.4.0)\n pillar           1.9.0      2023-03-22 [2] RSPM (R 4.4.0)\n pkgbuild         1.4.4      2024-03-17 [2] RSPM (R 4.4.0)\n pkgconfig        2.0.3      2019-09-22 [2] RSPM (R 4.4.0)\n pkgload          1.4.0      2024-06-28 [1] RSPM (R 4.4.0)\n plyr             1.8.9      2023-10-02 [2] RSPM (R 4.4.0)\n posterior      * 1.6.0      2024-07-03 [2] RSPM (R 4.4.0)\n profvis          0.4.0      2024-09-20 [1] RSPM (R 4.4.0)\n promises         1.3.0      2024-04-05 [2] RSPM (R 4.4.0)\n purrr          * 1.0.2      2023-08-10 [2] RSPM (R 4.4.0)\n QuickJSR         1.4.0      2024-10-01 [2] RSPM (R 4.4.0)\n R6               2.5.1      2021-08-19 [2] RSPM (R 4.4.0)\n Rcpp             1.0.13     2024-07-17 [2] RSPM (R 4.4.0)\n RcppParallel     5.1.9      2024-08-19 [2] RSPM (R 4.4.0)\n readr          * 2.1.5      2024-01-10 [2] RSPM (R 4.4.0)\n remotes          2.5.0      2024-03-17 [2] RSPM (R 4.4.0)\n reshape2         1.4.4      2020-04-09 [2] RSPM (R 4.4.0)\n rlang            1.1.4      2024-06-04 [2] RSPM (R 4.4.0)\n rmarkdown        2.28       2024-08-17 [2] RSPM (R 4.4.0)\n rprojroot        2.0.4      2023-11-05 [1] RSPM (R 4.4.0)\n rstan            2.32.6     2024-03-05 [2] RSPM (R 4.4.0)\n rstanarm         2.32.1     2024-01-18 [2] RSPM (R 4.4.0)\n rstantools       2.4.0      2024-01-31 [1] RSPM (R 4.4.0)\n rstudioapi       0.16.0     2024-03-24 [2] RSPM (R 4.4.0)\n scales           1.3.0      2023-11-28 [2] RSPM (R 4.4.0)\n sessioninfo      1.2.2      2021-12-06 [1] RSPM (R 4.4.0)\n shiny            1.9.1      2024-08-01 [2] RSPM (R 4.4.0)\n shinyjs          2.1.0      2021-12-23 [2] RSPM (R 4.4.0)\n shinystan        2.6.0      2022-03-03 [2] RSPM (R 4.4.0)\n shinythemes      1.2.0      2021-01-25 [2] RSPM (R 4.4.0)\n StanHeaders      2.32.10    2024-07-15 [2] RSPM (R 4.4.0)\n stringi          1.8.4      2024-05-06 [2] RSPM (R 4.4.0)\n stringr        * 1.5.1      2023-11-14 [2] RSPM (R 4.4.0)\n survival         3.7-0      2024-06-05 [4] RSPM (R 4.4.1)\n svUnit           1.0.6      2021-04-19 [1] RSPM (R 4.4.0)\n tensorA          0.36.2.1   2023-12-13 [2] RSPM (R 4.4.0)\n threejs          0.3.3      2020-01-21 [2] RSPM (R 4.4.0)\n tibble         * 3.2.1      2023-03-20 [2] RSPM (R 4.4.0)\n tidybayes      * 3.0.7      2024-09-15 [1] RSPM (R 4.4.0)\n tidyr          * 1.3.1      2024-01-24 [2] RSPM (R 4.4.0)\n tidyselect       1.2.1      2024-03-11 [2] RSPM (R 4.4.0)\n tidyverse      * 2.0.0      2023-02-22 [2] RSPM (R 4.4.0)\n timechange       0.3.0      2024-01-18 [2] RSPM (R 4.4.0)\n tzdb             0.4.0      2023-05-12 [2] RSPM (R 4.4.0)\n urlchecker       1.0.1      2021-11-30 [1] RSPM (R 4.4.0)\n usethis          3.0.0      2024-07-29 [1] RSPM (R 4.4.0)\n utf8             1.2.4      2023-10-22 [2] RSPM (R 4.4.0)\n V8               6.0.0      2024-10-12 [1] RSPM (R 4.4.0)\n vctrs            0.6.5      2023-12-01 [2] RSPM (R 4.4.0)\n withr            3.0.1      2024-07-31 [2] RSPM (R 4.4.0)\n xfun             0.48       2024-10-03 [4] RSPM (R 4.4.1)\n xml2             1.3.6      2023-12-04 [2] RSPM (R 4.4.0)\n xtable           1.8-4      2019-04-21 [2] RSPM (R 4.4.0)\n xts              0.14.0     2024-06-05 [2] RSPM (R 4.4.0)\n yaml             2.3.10     2024-07-26 [2] RSPM (R 4.4.0)\n zoo              1.8-12     2023-04-13 [2] RSPM (R 4.4.0)\n\n [1] /home/yoshidk6/R/x86_64-pc-linux-gnu-library/4.4\n [2] /usr/local/lib/R/site-library\n [3] /usr/lib/R/site-library\n [4] /usr/lib/R/library\n\n──────────────────────────────────────────────────────────────────────────────\n```\n\n\n:::\n:::\n",
+    "markdown": "---\nformat: html\n---\n\n\n\n\n# Welcome {.unnumbered}\n\n\n\n<!-- README.md is generated from README.Rmd. Please edit that file -->\n\nThis book provides examples of exposure-response analysis with Bayesian\nmethods.\n\n## Install necessary packages <a href=\"https://genentech.github.io/BayesERtools/\"><img src=\"resources/BayesERtool-logo.png\" align=\"right\" height=\"138\" alt=\"BayesERtools website\" /></a>\n\nThe examples utilizes\n[`BayesERtools`](https://genentech.github.io/BayesERtools/) package.\n\n- Tutorial (`BayesERbook`): <https://genentech.github.io/BayesERbook/>\n- Package documentation: <https://genentech.github.io/BayesERtools/>\n- GitHub repo of the package:\n  <https://github.com/genentech/BayesERtools/>\n\nYou can install the package as follows:\n\n``` r\ninstall.packages('BayesERtools')\n# devtools::install_github(\"genentech/BayesERtools\") # development version\n```\n\n## Model types supported by `BayesERtools`\n\n<div id=\"pzveloiefp\" style=\"padding-left:0px;padding-right:0px;padding-top:10px;padding-bottom:10px;overflow-x:auto;overflow-y:auto;width:auto;height:auto;\">\n  &#10;  <table class=\"gt_table\" data-quarto-disable-processing=\"false\" data-quarto-bootstrap=\"false\">\n  <thead>\n    <tr class=\"gt_col_headings gt_spanner_row\">\n      <th class=\"gt_col_heading gt_columns_bottom_border gt_left\" rowspan=\"2\" colspan=\"1\" style=\"text-align: center; vertical-align: top;\" scope=\"col\" id=\"feature_name\"></th>\n      <th class=\"gt_center gt_columns_top_border gt_column_spanner_outer\" rowspan=\"1\" colspan=\"2\" scope=\"colgroup\" id=\"Binary endpoint\">\n        <div class=\"gt_column_spanner\">Binary endpoint</div>\n      </th>\n      <th class=\"gt_center gt_columns_top_border gt_column_spanner_outer\" rowspan=\"1\" colspan=\"2\" scope=\"colgroup\" id=\"Continuous endpoint\">\n        <div class=\"gt_column_spanner\">Continuous endpoint</div>\n      </th>\n    </tr>\n    <tr class=\"gt_col_headings\">\n      <th class=\"gt_col_heading gt_columns_bottom_border gt_left\" rowspan=\"1\" colspan=\"1\" style=\"text-align: center; vertical-align: top;\" scope=\"col\" id=\"lin_logit\">Linear (logit)</th>\n      <th class=\"gt_col_heading gt_columns_bottom_border gt_left\" rowspan=\"1\" colspan=\"1\" style=\"text-align: center; vertical-align: top;\" scope=\"col\" id=\"emax_logit\"><span class='gt_from_md'>E<sub/>max</sub> (logit)</span></th>\n      <th class=\"gt_col_heading gt_columns_bottom_border gt_left\" rowspan=\"1\" colspan=\"1\" style=\"text-align: center; vertical-align: top;\" scope=\"col\" id=\"linear\">Linear</th>\n      <th class=\"gt_col_heading gt_columns_bottom_border gt_left\" rowspan=\"1\" colspan=\"1\" style=\"text-align: center; vertical-align: top;\" scope=\"col\" id=\"emax\"><span class='gt_from_md'>E<sub/>max</sub></span></th>\n    </tr>\n  </thead>\n  <tbody class=\"gt_table_body\">\n    <tr><td headers=\"feature_name\" class=\"gt_row gt_left\" style=\"text-align: right; vertical-align: middle;\"><span class='gt_from_md'>backend</span></td>\n<td headers=\"lin_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'><code>rstanarm</code></span></td>\n<td headers=\"emax_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'><code>rstanemax</code></span></td>\n<td headers=\"linear\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'><code>rstanarm</code></span></td>\n<td headers=\"emax\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'><code>rstanemax</code></span></td></tr>\n    <tr><td headers=\"feature_name\" class=\"gt_row gt_left\" style=\"text-align: right; vertical-align: middle;\"><span class='gt_from_md'>reference</span></td>\n<td headers=\"lin_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span style=\"white-space: pre;\"><a href=\"https://mc-stan.org/rstanarm/reference/stan_glm.html\" target=\"_blank\" style=\"color:#008B8B;text-decoration:none;display: inline-block;\">🔗</a></span></td>\n<td headers=\"emax_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span style=\"white-space: pre;\"><a href=\"https://yoshidk6.github.io/rstanemax/reference/stan_emax.html\" target=\"_blank\" style=\"color:#008B8B;text-decoration:none;display: inline-block;\">🔗</a></span></td>\n<td headers=\"linear\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span style=\"white-space: pre;\"><a href=\"https://mc-stan.org/rstanarm/reference/stan_glm.html\" target=\"_blank\" style=\"color:#008B8B;text-decoration:none;display: inline-block;\">🔗</a></span></td>\n<td headers=\"emax\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span style=\"white-space: pre;\"><a href=\"https://yoshidk6.github.io/rstanemax/reference/stan_emax_binary.html\" target=\"_blank\" style=\"color:#008B8B;text-decoration:none;display: inline-block;\">🔗</a></span></td></tr>\n    <tr><td headers=\"feature_name\" class=\"gt_row gt_left\" style=\"text-align: right; vertical-align: middle;\"><span class='gt_from_md'>develop model</span></td>\n<td headers=\"lin_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"linear\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td></tr>\n    <tr><td headers=\"feature_name\" class=\"gt_row gt_left\" style=\"text-align: right; vertical-align: middle;\"><span class='gt_from_md'>simulate &amp; plot ER</span></td>\n<td headers=\"lin_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"linear\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td></tr>\n    <tr><td headers=\"feature_name\" class=\"gt_row gt_left\" style=\"text-align: right; vertical-align: middle;\"><span class='gt_from_md'>exposure metrics selection</span></td>\n<td headers=\"lin_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"linear\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td></tr>\n    <tr><td headers=\"feature_name\" class=\"gt_row gt_left\" style=\"text-align: right; vertical-align: middle;\"><span class='gt_from_md'>covariate selection</span></td>\n<td headers=\"lin_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>❌</span></td>\n<td headers=\"linear\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>❌</span></td></tr>\n    <tr><td headers=\"feature_name\" class=\"gt_row gt_left\" style=\"text-align: right; vertical-align: middle;\"><span class='gt_from_md'>covariate forest plot</span></td>\n<td headers=\"lin_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>✅</span></td>\n<td headers=\"emax_logit\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>❌</span></td>\n<td headers=\"linear\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>🟡</span></td>\n<td headers=\"emax\" class=\"gt_row gt_left\" style=\"text-align: center; vertical-align: middle;\"><span class='gt_from_md'>❌</span></td></tr>\n  </tbody>\n  &#10;  <tfoot class=\"gt_footnotes\">\n    <tr>\n      <td class=\"gt_footnote\" colspan=\"5\"> ✅ Available, 🟡 In plan/under development, ❌ Not in a current plan</td>\n    </tr>\n  </tfoot>\n</table>\n</div>\n\n## Note for developer\n\nRun `usethis::use_tidy_style(strict = FALSE)` before committing to\nensure that the code is formatted appropriately.\n\n\n\n\n## Session info\n\n\n\n\n\n\n::: {.cell}\n\n```{.r .cell-code}\ndevtools::session_info()\n```\n\n::: {.cell-output .cell-output-stdout}\n\n```\n─ Session info ───────────────────────────────────────────────────────────────\n setting  value\n version  R version 4.4.1 (2024-06-14)\n os       Ubuntu 22.04.5 LTS\n system   x86_64, linux-gnu\n ui       X11\n language (EN)\n collate  en_US.UTF-8\n ctype    en_US.UTF-8\n tz       Etc/UTC\n date     2025-02-17\n pandoc   3.1.11 @ /usr/lib/rstudio-server/bin/quarto/bin/tools/x86_64/ (via rmarkdown)\n\n─ Packages ───────────────────────────────────────────────────────────────────\n package        * version    date (UTC) lib source\n abind            1.4-8      2024-09-12 [2] RSPM (R 4.4.0)\n arrayhelpers     1.1-0      2020-02-04 [1] RSPM (R 4.4.0)\n backports        1.5.0      2024-05-23 [2] RSPM (R 4.4.0)\n base64enc        0.1-3      2015-07-28 [2] RSPM (R 4.4.0)\n BayesERtools   * 0.2.1.1001 2025-02-17 [1] Github (genentech/BayesERtools@f12a766)\n bayesplot      * 1.11.1     2024-02-15 [2] RSPM (R 4.4.0)\n boot             1.3-31     2024-08-28 [4] RSPM (R 4.4.1)\n cachem           1.1.0      2024-05-16 [2] RSPM (R 4.4.0)\n checkmate        2.3.2      2024-07-29 [2] RSPM (R 4.4.0)\n cli              3.6.3      2024-06-21 [2] RSPM (R 4.4.0)\n coda             0.19-4.1   2024-01-31 [2] RSPM (R 4.4.0)\n codetools        0.2-20     2024-03-31 [4] RSPM (R 4.4.1)\n colorspace       2.1-1      2024-07-26 [2] RSPM (R 4.4.0)\n colourpicker     1.3.0      2023-08-21 [2] RSPM (R 4.4.0)\n crosstalk        1.2.1      2023-11-23 [2] RSPM (R 4.4.0)\n curl             5.2.3      2024-09-20 [2] RSPM (R 4.4.0)\n devtools         2.4.5      2022-10-11 [1] RSPM (R 4.4.0)\n digest           0.6.37     2024-08-19 [2] RSPM (R 4.4.0)\n distributional   0.5.0      2024-09-17 [2] RSPM (R 4.4.0)\n dplyr          * 1.1.4      2023-11-17 [2] RSPM (R 4.4.0)\n DT               0.33       2024-04-04 [2] RSPM (R 4.4.0)\n dygraphs         1.1.1.6    2018-07-11 [2] RSPM (R 4.4.0)\n ellipsis         0.3.2      2021-04-29 [1] RSPM (R 4.4.0)\n evaluate         1.0.1      2024-10-10 [2] RSPM (R 4.4.0)\n fansi            1.0.6      2023-12-08 [2] RSPM (R 4.4.0)\n fastmap          1.2.0      2024-05-15 [2] RSPM (R 4.4.0)\n forcats        * 1.0.0      2023-01-29 [2] RSPM (R 4.4.0)\n fs               1.6.4      2024-04-25 [2] RSPM (R 4.4.0)\n generics         0.1.3      2022-07-05 [2] RSPM (R 4.4.0)\n ggdist           3.3.2      2024-03-05 [1] RSPM (R 4.4.0)\n ggplot2        * 3.5.1      2024-04-23 [2] RSPM (R 4.4.0)\n glue             1.8.0      2024-09-30 [2] RSPM (R 4.4.0)\n gridExtra        2.3        2017-09-09 [2] RSPM (R 4.4.0)\n gt             * 0.11.1     2024-10-04 [1] RSPM (R 4.4.0)\n gtable           0.3.5      2024-04-22 [2] RSPM (R 4.4.0)\n gtools           3.9.5      2023-11-20 [2] RSPM (R 4.4.0)\n here           * 1.0.1      2020-12-13 [1] RSPM (R 4.4.0)\n hms              1.1.3      2023-03-21 [2] RSPM (R 4.4.0)\n htmltools        0.5.8.1    2024-04-04 [2] RSPM (R 4.4.0)\n htmlwidgets      1.6.4      2023-12-06 [2] RSPM (R 4.4.0)\n httpuv           1.6.15     2024-03-26 [2] RSPM (R 4.4.0)\n igraph           2.0.3      2024-03-13 [2] RSPM (R 4.4.0)\n inline           0.3.19     2021-05-31 [2] RSPM (R 4.4.0)\n jsonlite         1.8.9      2024-09-20 [2] RSPM (R 4.4.0)\n knitr            1.48       2024-07-07 [2] RSPM (R 4.4.0)\n later            1.3.2      2023-12-06 [2] RSPM (R 4.4.0)\n lattice          0.22-6     2024-03-20 [4] RSPM (R 4.4.1)\n lifecycle        1.0.4      2023-11-07 [2] RSPM (R 4.4.0)\n lme4             1.1-35.5   2024-07-03 [2] RSPM (R 4.4.0)\n loo            * 2.8.0      2024-07-03 [2] RSPM (R 4.4.0)\n lubridate      * 1.9.3      2023-09-27 [2] RSPM (R 4.4.0)\n magrittr         2.0.3      2022-03-30 [2] RSPM (R 4.4.0)\n markdown         1.13       2024-06-04 [2] RSPM (R 4.4.0)\n MASS             7.3-61     2024-06-13 [4] RSPM (R 4.4.1)\n Matrix           1.7-0      2024-04-26 [4] RSPM (R 4.4.1)\n matrixStats      1.4.1      2024-09-08 [2] RSPM (R 4.4.0)\n memoise          2.0.1      2021-11-26 [2] RSPM (R 4.4.0)\n mime             0.12       2021-09-28 [2] RSPM (R 4.4.0)\n miniUI           0.1.1.1    2018-05-18 [2] RSPM (R 4.4.0)\n minqa            1.2.8      2024-08-17 [2] RSPM (R 4.4.0)\n munsell          0.5.1      2024-04-01 [2] RSPM (R 4.4.0)\n nlme             3.1-166    2024-08-14 [4] RSPM (R 4.4.1)\n nloptr           2.1.1      2024-06-25 [2] RSPM (R 4.4.0)\n pillar           1.9.0      2023-03-22 [2] RSPM (R 4.4.0)\n pkgbuild         1.4.4      2024-03-17 [2] RSPM (R 4.4.0)\n pkgconfig        2.0.3      2019-09-22 [2] RSPM (R 4.4.0)\n pkgload          1.4.0      2024-06-28 [1] RSPM (R 4.4.0)\n plyr             1.8.9      2023-10-02 [2] RSPM (R 4.4.0)\n posterior      * 1.6.0      2024-07-03 [2] RSPM (R 4.4.0)\n profvis          0.4.0      2024-09-20 [1] RSPM (R 4.4.0)\n promises         1.3.0      2024-04-05 [2] RSPM (R 4.4.0)\n purrr          * 1.0.2      2023-08-10 [2] RSPM (R 4.4.0)\n QuickJSR         1.4.0      2024-10-01 [2] RSPM (R 4.4.0)\n R6               2.5.1      2021-08-19 [2] RSPM (R 4.4.0)\n Rcpp           * 1.0.13     2024-07-17 [2] RSPM (R 4.4.0)\n RcppParallel     5.1.9      2024-08-19 [2] RSPM (R 4.4.0)\n readr          * 2.1.5      2024-01-10 [2] RSPM (R 4.4.0)\n remotes          2.5.0      2024-03-17 [2] RSPM (R 4.4.0)\n reshape2         1.4.4      2020-04-09 [2] RSPM (R 4.4.0)\n rlang            1.1.4      2024-06-04 [2] RSPM (R 4.4.0)\n rmarkdown        2.28       2024-08-17 [2] RSPM (R 4.4.0)\n rprojroot        2.0.4      2023-11-05 [1] RSPM (R 4.4.0)\n rstan            2.32.6     2024-03-05 [2] RSPM (R 4.4.0)\n rstanarm         2.32.1     2024-01-18 [2] RSPM (R 4.4.0)\n rstanemax      * 0.1.9      2025-02-17 [1] Github (yoshidk6/rstanemax@896b748)\n rstantools       2.4.0      2024-01-31 [1] RSPM (R 4.4.0)\n rstudioapi       0.16.0     2024-03-24 [2] RSPM (R 4.4.0)\n scales           1.3.0      2023-11-28 [2] RSPM (R 4.4.0)\n sessioninfo      1.2.2      2021-12-06 [1] RSPM (R 4.4.0)\n shiny            1.9.1      2024-08-01 [2] RSPM (R 4.4.0)\n shinyjs          2.1.0      2021-12-23 [2] RSPM (R 4.4.0)\n shinystan        2.6.0      2022-03-03 [2] RSPM (R 4.4.0)\n shinythemes      1.2.0      2021-01-25 [2] RSPM (R 4.4.0)\n StanHeaders      2.32.10    2024-07-15 [2] RSPM (R 4.4.0)\n stringi          1.8.4      2024-05-06 [2] RSPM (R 4.4.0)\n stringr        * 1.5.1      2023-11-14 [2] RSPM (R 4.4.0)\n survival         3.7-0      2024-06-05 [4] RSPM (R 4.4.1)\n svUnit           1.0.6      2021-04-19 [1] RSPM (R 4.4.0)\n tensorA          0.36.2.1   2023-12-13 [2] RSPM (R 4.4.0)\n threejs          0.3.3      2020-01-21 [2] RSPM (R 4.4.0)\n tibble         * 3.2.1      2023-03-20 [2] RSPM (R 4.4.0)\n tidybayes      * 3.0.7      2024-09-15 [1] RSPM (R 4.4.0)\n tidyr          * 1.3.1      2024-01-24 [2] RSPM (R 4.4.0)\n tidyselect       1.2.1      2024-03-11 [2] RSPM (R 4.4.0)\n tidyverse      * 2.0.0      2023-02-22 [2] RSPM (R 4.4.0)\n timechange       0.3.0      2024-01-18 [2] RSPM (R 4.4.0)\n tzdb             0.4.0      2023-05-12 [2] RSPM (R 4.4.0)\n urlchecker       1.0.1      2021-11-30 [1] RSPM (R 4.4.0)\n usethis          3.0.0      2024-07-29 [1] RSPM (R 4.4.0)\n utf8             1.2.4      2023-10-22 [2] RSPM (R 4.4.0)\n V8               6.0.0      2024-10-12 [1] RSPM (R 4.4.0)\n vctrs            0.6.5      2023-12-01 [2] RSPM (R 4.4.0)\n withr            3.0.1      2024-07-31 [2] RSPM (R 4.4.0)\n xfun             0.48       2024-10-03 [4] RSPM (R 4.4.1)\n xml2             1.3.6      2023-12-04 [2] RSPM (R 4.4.0)\n xtable           1.8-4      2019-04-21 [2] RSPM (R 4.4.0)\n xts              0.14.0     2024-06-05 [2] RSPM (R 4.4.0)\n yaml             2.3.10     2024-07-26 [2] RSPM (R 4.4.0)\n zoo              1.8-12     2023-04-13 [2] RSPM (R 4.4.0)\n\n [1] /home/yoshidk6/R/x86_64-pc-linux-gnu-library/4.4\n [2] /usr/local/lib/R/site-library\n [3] /usr/lib/R/site-library\n [4] /usr/lib/R/library\n\n──────────────────────────────────────────────────────────────────────────────\n```\n\n\n:::\n:::\n",
     "supporting": [],
     "filters": [
       "rmarkdown/pagebreak.lua"
diff --git a/index.qmd b/index.qmd
index 5e8178d..b13fc6b 100644
--- a/index.qmd
+++ b/index.qmd
@@ -14,6 +14,7 @@ format: html
 
 library(tidyverse)
 library(BayesERtools)
+library(rstanemax)
 library(here)
 library(gt)
 library(posterior)