All data cleaning and analyses were completed using R version 4.2.3 (2023-03-15) (Shortstop Beagle). Below we list the packages (and versions) used in these analyses.
| Package | Version | Authors and contributors |
|---|---|---|
| knitr | 1.42 | Yihui Xie [aut, cre] (<https://orcid.org/0000-0003-0645-5666>;), Abhraneel Sarma [ctb], Adam Vogt [ctb], Alastair Andrew [ctb], Alex Zvoleff [ctb], Amar Al-Zubaidi [ctb], Andre Simon [ctb] (the CSS files under inst/themes/ were derived from the Highlight package http://www.andre-simon.de), Aron Atkins [ctb], Aaron Wolen [ctb], Ashley Manton [ctb], Atsushi Yasumoto [ctb] (<https://orcid.org/0000-0002-8335-495X>;), Ben Baumer [ctb], Brian Diggs [ctb], Brian Zhang [ctb], Bulat Yapparov [ctb], Cassio Pereira [ctb], Christophe Dervieux [ctb], David Hall [ctb], David Hugh-Jones [ctb], David Robinson [ctb], Doug Hemken [ctb], Duncan Murdoch [ctb], Elio Campitelli [ctb], Ellis Hughes [ctb], Emily Riederer [ctb], Fabian Hirschmann [ctb], Fitch Simeon [ctb], Forest Fang [ctb], Frank E Harrell Jr [ctb] (the Sweavel package at inst/misc/Sweavel.sty), Garrick Aden-Buie [ctb], Gregoire Detrez [ctb], Hadley Wickham [ctb], Hao Zhu [ctb], Heewon Jeon [ctb], Henrik Bengtsson [ctb], Hiroaki Yutani [ctb], Ian Lyttle [ctb], Hodges Daniel [ctb], Jacob Bien [ctb], Jake Burkhead [ctb], James Manton [ctb], Jared Lander [ctb], Jason Punyon [ctb], Javier Luraschi [ctb], Jeff Arnold [ctb], Jenny Bryan [ctb], Jeremy Ashkenas [ctb, cph] (the CSS file at inst/misc/docco-classic.css), Jeremy Stephens [ctb], Jim Hester [ctb], Joe Cheng [ctb], Johannes Ranke [ctb], John Honaker [ctb], John Muschelli [ctb], Jonathan Keane [ctb], JJ Allaire [ctb], Johan Toloe [ctb], Jonathan Sidi [ctb], Joseph Larmarange [ctb], Julien Barnier [ctb], Kaiyin Zhong [ctb], Kamil Slowikowski [ctb], Karl Forner [ctb], Kevin K. Smith [ctb], Kirill Mueller [ctb], Kohske Takahashi [ctb], Lorenz Walthert [ctb], Lucas Gallindo [ctb], Marius Hofert [ctb], Martin Modrák [ctb], Michael Chirico [ctb], Michael Friendly [ctb], Michal Bojanowski [ctb], Michel Kuhlmann [ctb], Miller Patrick [ctb], Nacho Caballero [ctb], Nick Salkowski [ctb], Niels Richard Hansen [ctb], Noam Ross [ctb], Obada Mahdi [ctb], Pavel N. Krivitsky [ctb] (<https://orcid.org/0000-0002-9101-3362>;), Pedro Faria [ctb], Qiang Li [ctb], Ramnath Vaidyanathan [ctb], Richard Cotton [ctb], Robert Krzyzanowski [ctb], Rodrigo Copetti [ctb], Romain Francois [ctb], Ruaridh Williamson [ctb], Sagiru Mati [ctb] (<https://orcid.org/0000-0003-1413-3974>;), Scott Kostyshak [ctb], Sebastian Meyer [ctb], Sietse Brouwer [ctb], Simon de Bernard [ctb], Sylvain Rousseau [ctb], Taiyun Wei [ctb], Thibaut Assus [ctb], Thibaut Lamadon [ctb], Thomas Leeper [ctb], Tim Mastny [ctb], Tom Torsney-Weir [ctb], Trevor Davis [ctb], Viktoras Veitas [ctb], Weicheng Zhu [ctb], Wush Wu [ctb], Zachary Foster [ctb], Zhian N. Kamvar [ctb] (<https://orcid.org/0000-0003-1458-7108>;) |
| car | 3.1-1 | John Fox [aut, cre], Sanford Weisberg [aut], Brad Price [aut], Daniel Adler [ctb], Douglas Bates [ctb], Gabriel Baud-Bovy [ctb], Ben Bolker [ctb], Steve Ellison [ctb], David Firth [ctb], Michael Friendly [ctb], Gregor Gorjanc [ctb], Spencer Graves [ctb], Richard Heiberger [ctb], Pavel Krivitsky [ctb], Rafael Laboissiere [ctb], Martin Maechler [ctb], Georges Monette [ctb], Duncan Murdoch [ctb], Henric Nilsson [ctb], Derek Ogle [ctb], Brian Ripley [ctb], Tom Short [ctb], William Venables [ctb], Steve Walker [ctb], David Winsemius [ctb], Achim Zeileis [ctb], R-Core [ctb] |
| carData | 3.0-5 | John Fox [aut, cre], Sanford Weisberg [aut], Brad Price [aut] |
| pwr | 1.3-0 | Stephane Champely [aut], Claus Ekstrom [ctb], Peter Dalgaard [ctb], Jeffrey Gill [ctb], Stephan Weibelzahl [ctb], Aditya Anandkumar [ctb], Clay Ford [ctb], Robert Volcic [ctb], Helios De Rosario [cre] |
| ggridges | 0.5.4 | Claus O. Wilke [aut, cre] (<https://orcid.org/0000-0002-7470-9261>;) |
| GPArotation | 2023.3-1 | Coen Bernaards [aut, cre], Paul Gilbert [aut], Robert Jennrich [aut] |
| marginaleffects | 0.11.1 | Vincent Arel-Bundock [aut, cre, cph] (<https://orcid.org/0000-0003-2042-7063>;), Marcio Augusto Diniz [ctb] (<https://orcid.org/0000-0002-2427-7843>;), Noah Greifer [ctb] (<https://orcid.org/0000-0003-3067-7154>;), Etienne Bacher [ctb] (<https://orcid.org/0000-0002-9271-5075>;) |
| emmeans | 1.8.5 | Russell V. Lenth [aut, cre, cph], Ben Bolker [ctb], Paul Buerkner [ctb], Iago Giné-Vázquez [ctb], Maxime Herve [ctb], Maarten Jung [ctb], Jonathon Love [ctb], Fernando Miguez [ctb], Hannes Riebl [ctb], Henrik Singmann [ctb] |
| lmerTest | 3.1-3 | Alexandra Kuznetsova [aut], Per Bruun Brockhoff [aut, ths], Rune Haubo Bojesen Christensen [aut, cre], Sofie Pødenphant Jensen [ctb] |
| lme4 | 1.1-31 | Douglas Bates [aut] (<https://orcid.org/0000-0001-8316-9503>;), Martin Maechler [aut] (<https://orcid.org/0000-0002-8685-9910>;), Ben Bolker [aut, cre] (<https://orcid.org/0000-0002-2127-0443>;), Steven Walker [aut] (<https://orcid.org/0000-0002-4394-9078>;), Rune Haubo Bojesen Christensen [ctb] (<https://orcid.org/0000-0002-4494-3399>;), Henrik Singmann [ctb] (<https://orcid.org/0000-0002-4842-3657>;), Bin Dai [ctb], Fabian Scheipl [ctb] (<https://orcid.org/0000-0001-8172-3603>;), Gabor Grothendieck [ctb], Peter Green [ctb] (<https://orcid.org/0000-0002-0238-9852>;), John Fox [ctb], Alexander Bauer [ctb], Pavel N. Krivitsky [ctb, cph] (<https://orcid.org/0000-0002-9101-3362>;, shared copyright on simulate.formula) |
| Matrix | 1.5-3 | Douglas Bates [aut], Martin Maechler [aut, cre] (<https://orcid.org/0000-0002-8685-9910>;), Mikael Jagan [aut] (<https://orcid.org/0000-0002-3542-2938>;), Timothy A. Davis [ctb] (SuiteSparse and ‘cs’ C libraries, notably CHOLMOD and AMD, collaborators listed in dir(pattern=“1+[.]txt$”, full.names=TRUE, system.file(“doc”, “SuiteSparse”, package=“Matrix”))), Jens Oehlschlägel [ctb] (initial nearPD()), Jason Riedy [ctb] (condest() and onenormest() for octave, Copyright: Regents of the University of California), R Core Team [ctb] (base R matrix implementation) |
| broom.mixed | 0.2.9.4 | Ben Bolker [aut, cre] (<https://orcid.org/0000-0002-2127-0443>;), David Robinson [aut], Dieter Menne [ctb], Jonah Gabry [ctb], Paul Buerkner [ctb], Christopher Hua [ctb], William Petry [ctb] (<https://orcid.org/0000-0002-5230-5987>;), Joshua Wiley [ctb] (<https://orcid.org/0000-0002-0271-6702>;), Patrick Kennedy [ctb], Eduard Szöcs [ctb] (<https://orcid.org/0000-0001-5376-1194>;, BASF SE), Indrajeet Patil [ctb], Vincent Arel-Bundock [ctb] (<https://orcid.org/0000-0003-2042-7063>;), Bill Denney [ctb], Cory Brunson [ctb] |
| psych | 2.2.9 | William Revelle [aut, cre] (<https://orcid.org/0000-0003-4880-9610>;) |
| papaja | 0.1.1 | Frederik Aust [aut, cre] (<https://orcid.org/0000-0003-4900-788X>;), Marius Barth [aut] (<https://orcid.org/0000-0002-3421-6665>;), Birk Diedenhofen [ctb], Christoph Stahl [ctb], Joseph V. Casillas [ctb], Rudolf Siegel [ctb] |
| tinylabels | 0.2.3 | Marius Barth [aut, cre] (<https://orcid.org/0000-0002-3421-6665>;) |
| stringdist | 0.9.10 | Mark van der Loo [aut, cre] (<https://orcid.org/0000-0002-9807-4686>;), Jan van der Laan [ctb], R Core Team [ctb], Nick Logan [ctb], Chris Muir [ctb], Johannes Gruber [ctb], Brian Ripley [ctb] |
| kableExtra | 1.3.4 | Hao Zhu [aut, cre] (<https://orcid.org/0000-0002-3386-6076>;), Thomas Travison [ctb], Timothy Tsai [ctb], Will Beasley [ctb], Yihui Xie [ctb], GuangChuang Yu [ctb], Stéphane Laurent [ctb], Rob Shepherd [ctb], Yoni Sidi [ctb], Brian Salzer [ctb], George Gui [ctb], Yeliang Fan [ctb], Duncan Murdoch [ctb], Bill Evans [ctb] |
| ggpubr | 0.6.0 | Alboukadel Kassambara [aut, cre] |
| sjPlot | 2.8.12 | Daniel Lüdecke [aut, cre] (<https://orcid.org/0000-0002-8895-3206>;), Alexander Bartel [ctb] (<https://orcid.org/0000-0002-1280-6138>;), Carsten Schwemmer [ctb], Chuck Powell [ctb] (<https://orcid.org/0000-0002-3606-2188>;), Amir Djalovski [ctb], Johannes Titz [ctb] (<https://orcid.org/0000-0002-1102-5719>;) |
| broom | 1.0.3 | David Robinson [aut], Alex Hayes [aut] (<https://orcid.org/0000-0002-4985-5160>;), Simon Couch [aut, cre] (<https://orcid.org/0000-0001-5676-5107>;), RStudio [cph, fnd], Indrajeet Patil [ctb] (<https://orcid.org/0000-0003-1995-6531>;), Derek Chiu [ctb], Matthieu Gomez [ctb], Boris Demeshev [ctb], Dieter Menne [ctb], Benjamin Nutter [ctb], Luke Johnston [ctb], Ben Bolker [ctb], Francois Briatte [ctb], Jeffrey Arnold [ctb], Jonah Gabry [ctb], Luciano Selzer [ctb], Gavin Simpson [ctb], Jens Preussner [ctb], Jay Hesselberth [ctb], Hadley Wickham [ctb], Matthew Lincoln [ctb], Alessandro Gasparini [ctb], Lukasz Komsta [ctb], Frederick Novometsky [ctb], Wilson Freitas [ctb], Michelle Evans [ctb], Jason Cory Brunson [ctb], Simon Jackson [ctb], Ben Whalley [ctb], Karissa Whiting [ctb], Yves Rosseel [ctb], Michael Kuehn [ctb], Jorge Cimentada [ctb], Erle Holgersen [ctb], Karl Dunkle Werner [ctb] (<https://orcid.org/0000-0003-0523-7309>;), Ethan Christensen [ctb], Steven Pav [ctb], Paul PJ [ctb], Ben Schneider [ctb], Patrick Kennedy [ctb], Lily Medina [ctb], Brian Fannin [ctb], Jason Muhlenkamp [ctb], Matt Lehman [ctb], Bill Denney [ctb] (<https://orcid.org/0000-0002-5759-428X>;), Nic Crane [ctb], Andrew Bates [ctb], Vincent Arel-Bundock [ctb] (<https://orcid.org/0000-0003-2042-7063>;), Hideaki Hayashi [ctb], Luis Tobalina [ctb], Annie Wang [ctb], Wei Yang Tham [ctb], Clara Wang [ctb], Abby Smith [ctb] (<https://orcid.org/0000-0002-3207-0375>;), Jasper Cooper [ctb] (<https://orcid.org/0000-0002-8639-3188>;), E Auden Krauska [ctb] (<https://orcid.org/0000-0002-1466-5850>;), Alex Wang [ctb], Malcolm Barrett [ctb] (<https://orcid.org/0000-0003-0299-5825>;), Charles Gray [ctb] (<https://orcid.org/0000-0002-9978-011X>;), Jared Wilber [ctb], Vilmantas Gegzna [ctb] (<https://orcid.org/0000-0002-9500-5167>;), Eduard Szoecs [ctb], Frederik Aust [ctb] (<https://orcid.org/0000-0003-4900-788X>;), Angus Moore [ctb], Nick Williams [ctb], Marius Barth [ctb] (<https://orcid.org/0000-0002-3421-6665>;), Bruna Wundervald [ctb] (<https://orcid.org/0000-0001-8163-220X>;), Joyce Cahoon [ctb] (<https://orcid.org/0000-0001-7217-4702>;), Grant McDermott [ctb] (<https://orcid.org/0000-0001-7883-8573>;), Kevin Zarca [ctb], Shiro Kuriwaki [ctb] (<https://orcid.org/0000-0002-5687-2647>;), Lukas Wallrich [ctb] (<https://orcid.org/0000-0003-2121-5177>;), James Martherus [ctb] (<https://orcid.org/0000-0002-8285-3300>;), Chuliang Xiao [ctb] (<https://orcid.org/0000-0002-8466-9398>;), Joseph Larmarange [ctb], Max Kuhn [ctb], Michal Bojanowski [ctb], Hakon Malmedal [ctb], Clara Wang [ctb], Sergio Oller [ctb], Luke Sonnet [ctb], Jim Hester [ctb], Ben Schneider [ctb], Bernie Gray [ctb] (<https://orcid.org/0000-0001-9190-6032>;), Mara Averick [ctb], Aaron Jacobs [ctb], Andreas Bender [ctb], Sven Templer [ctb], Paul-Christian Buerkner [ctb], Matthew Kay [ctb], Erwan Le Pennec [ctb], Johan Junkka [ctb], Hao Zhu [ctb], Benjamin Soltoff [ctb], Zoe Wilkinson Saldana [ctb], Tyler Littlefield [ctb], Charles T. Gray [ctb], Shabbh E. Banks [ctb], Serina Robinson [ctb], Roger Bivand [ctb], Riinu Ots [ctb], Nicholas Williams [ctb], Nina Jakobsen [ctb], Michael Weylandt [ctb], Lisa Lendway [ctb], Karl Hailperin [ctb], Josue Rodriguez [ctb], Jenny Bryan [ctb], Chris Jarvis [ctb], Greg Macfarlane [ctb], Brian Mannakee [ctb], Drew Tyre [ctb], Shreyas Singh [ctb], Laurens Geffert [ctb], Hong Ooi [ctb], Henrik Bengtsson [ctb], Eduard Szocs [ctb], David Hugh-Jones [ctb], Matthieu Stigler [ctb], Hugo Tavares [ctb] (<https://orcid.org/0000-0001-9373-2726>;), R. Willem Vervoort [ctb], Brenton M. Wiernik [ctb], Josh Yamamoto [ctb], Jasme Lee [ctb], Taren Sanders [ctb] (<https://orcid.org/0000-0002-4504-6008>;), Ilaria Prosdocimi [ctb] (<https://orcid.org/0000-0001-8565-094X>;), Daniel D. Sjoberg [ctb] (<https://orcid.org/0000-0003-0862-2018>;), Alex Reinhart [ctb] (<https://orcid.org/0000-0002-6658-514X>;) |
| glmmTMB | 1.1.5 | Mollie Brooks [aut, cre] (<https://orcid.org/0000-0001-6963-8326>;), Ben Bolker [aut] (<https://orcid.org/0000-0002-2127-0443>;), Kasper Kristensen [aut], Martin Maechler [aut] (<https://orcid.org/0000-0002-8685-9910>;), Arni Magnusson [aut] (<https://orcid.org/0000-0003-2769-6741>;), Maeve McGillycuddy [ctb], Hans Skaug [aut], Anders Nielsen [aut] (<https://orcid.org/0000-0001-9683-9262>;), Casper Berg [aut] (<https://orcid.org/0000-0002-3812-5269>;), Koen van Bentham [aut], Nafis Sadat [ctb] (<https://orcid.org/0000-0001-5715-616X>;), Daniel Lüdecke [ctb] (<https://orcid.org/0000-0002-8895-3206>;), Russ Lenth [ctb], Joseph O’Brien [ctb] (<https://orcid.org/0000-0001-9851-5077>;), Charles J. Geyer [ctb], Mikael Jagan [ctb] (<https://orcid.org/0000-0002-3542-2938>;), Brenton Wiernik [ctb] (<https://orcid.org/0000-0001-9560-6336>;), Daniel B. Stouffer [ctb] (<https://orcid.org/0000-0001-9436-9674>;) |
| stringi | 1.7.12 | Marek Gagolewski [aut, cre, cph] (<https://orcid.org/0000-0003-0637-6028>;), Bartek Tartanus [ctb], and others (stringi source code); Unicode, Inc. and others (ICU4C source code, Unicode Character Database) |
| janitor | 2.2.0 | Sam Firke [aut, cre], Bill Denney [ctb], Chris Haid [ctb], Ryan Knight [ctb], Malte Grosser [ctb], Jonathan Zadra [ctb] |
| lubridate | 1.9.2 | Vitalie Spinu [aut, cre], Garrett Grolemund [aut], Hadley Wickham [aut], Davis Vaughan [ctb], Ian Lyttle [ctb], Imanuel Costigan [ctb], Jason Law [ctb], Doug Mitarotonda [ctb], Joseph Larmarange [ctb], Jonathan Boiser [ctb], Chel Hee Lee [ctb] |
| forcats | 1.0.0 | Hadley Wickham [aut, cre], RStudio [cph, fnd] |
| stringr | 1.5.0 | Hadley Wickham [aut, cre, cph], RStudio [cph, fnd] |
| dplyr | 1.1.0 | Hadley Wickham [aut, cre] (<https://orcid.org/0000-0003-4757-117X>;), Romain François [aut] (<https://orcid.org/0000-0002-2444-4226>;), Lionel Henry [aut], Kirill Müller [aut] (<https://orcid.org/0000-0002-1416-3412>;), Davis Vaughan [aut] (<https://orcid.org/0000-0003-4777-038X>;), Posit, PBC [cph, fnd] |
| purrr | 1.0.1 | Hadley Wickham [aut, cre] (<https://orcid.org/0000-0003-4757-117X>;), Lionel Henry [aut], RStudio [cph, fnd] |
| readr | 2.1.4 | Hadley Wickham [aut], Jim Hester [aut], Romain Francois [ctb], Jennifer Bryan [aut, cre] (<https://orcid.org/0000-0002-6983-2759>;), Shelby Bearrows [ctb], Posit, PBC [cph, fnd], https://github.com/mandreyel/ [cph] (mio library), Jukka Jylänki [ctb, cph] (grisu3 implementation), Mikkel Jørgensen [ctb, cph] (grisu3 implementation) |
| tidyr | 1.3.0 | Hadley Wickham [aut, cre], Davis Vaughan [aut], Maximilian Girlich [aut], Kevin Ushey [ctb], Posit, PBC [cph, fnd] |
| tibble | 3.2.0 | Kirill Müller [aut, cre] (<https://orcid.org/0000-0002-1416-3412>;), Hadley Wickham [aut], Romain Francois [ctb], Jennifer Bryan [ctb], RStudio [cph, fnd] |
| ggplot2 | 3.4.1 | Hadley Wickham [aut] (<https://orcid.org/0000-0003-4757-117X>;), Winston Chang [aut] (<https://orcid.org/0000-0002-1576-2126>;), Lionel Henry [aut], Thomas Lin Pedersen [aut, cre] (<https://orcid.org/0000-0002-5147-4711>;), Kohske Takahashi [aut], Claus Wilke [aut] (<https://orcid.org/0000-0002-7470-9261>;), Kara Woo [aut] (<https://orcid.org/0000-0002-5125-4188>;), Hiroaki Yutani [aut] (<https://orcid.org/0000-0002-3385-7233>;), Dewey Dunnington [aut] (<https://orcid.org/0000-0002-9415-4582>;), RStudio [cph, fnd] |
| tidyverse | 2.0.0 | Hadley Wickham [aut, cre], RStudio [cph, fnd] |
| here | 1.0.1 | Kirill Müller [aut, cre] (<https://orcid.org/0000-0002-1416-3412>;), Jennifer Bryan [ctb] (<https://orcid.org/0000-0002-6983-2759>;) |
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