references.bib

@article{
  parsonsCommunitysourcedGlossaryOpen2022,
  title={A community-sourced glossary of {open} {scholarship} terms},
  volume={6},
  ISSN={2397-3374},
  url={https://www.nature.com/articles/s41562-021-01269-4},
  DOI={10.1038/s41562-021-01269-4},
  number={3},
  journal={Nature Human Behaviour},
  author={Parsons, Sam and Azevedo, Flávio and Elsherif, Mahmoud M. and Guay, Samuel and Shahim, Owen N. and Govaart, Gisela H. and Norris, Emma and O’Mahony, Aoife and Parker, Adam J. and Todorovic, Ana and et al.},
  year={2022},
  month={Mar},
pages={312–318} }

@misc{
  LibreOffice2024,
  title={LibreOffice},
  url={https://en.wikipedia.org/w/index.php?title=LibreOffice&oldid=1218520104},
  note={Page Version ID: 1218520104},
  journal={Wikipedia},
  year={2024},
month={Apr} }

@book{
  silgeJaneaustenrJaneAusten2022,
  title={janeaustenr: Jane {Austen}’s complete novels},
  url={https://CRAN.R-project.org/package=janeaustenr},
  author={Silge, Julia},
  note={(12 March, 2026)},
year={2022} }

@book{
  rcoreteamLanguageEnvironmentStatistical2024,
  address={Vienna, Austria},
  title={R: A Language and Environment for Statistical Computing},
  url={https://www.R-project.org/},
  note={tex.organization: R Foundation for Statistical Computing},
  institution={R Foundation for Statistical Computing},
  author={R Core Team, },
year={2024} }

@article{
  schimkeFirstLanguageInfluence2018,
  title={First Language Influence on Second Language Offline and Online Ambiguous Pronoun Resolution},
  volume={68},
  ISSN={1467-9922},
  url={https://onlinelibrary.wiley.com/doi/abs/10.1111/lang.12293},
  DOI={10.1111/lang.12293},
  note={_eprint: https://onlinelibrary.wiley.com/doi/pdf/10.1111/lang.12293},
  number={3},
  journal={Language Learning},
  author={Schimke, Sarah and de la Fuente, Israel and Hemforth, Barbara and Colonna, Saveria},
  year={2018},
pages={744–779} }

@book{
  douglasIntroduction2024,
  title={An Introduction to {R}},
  url={https://intro2r.com/},
  author={Douglas, Alex and Roos, Deon and Mancini, Francesca and Lusseau, David},
  note={(10 March, 2026.)},
year={2026} }

@article{
  ziemannGeneNameErrors2016,
  title={Gene name errors are widespread in the scientific literature},
  volume={17},
  ISSN={1474-760X},
  url={https://doi.org/10.1186/s13059-016-1044-7},
  DOI={10.1186/s13059-016-1044-7},
  number={177},
  journal={Genome Biology},
  author={Ziemann, Mark and Eren, Yotam and El-Osta, Assam},
  year={2016},
  month={Aug}, }

@article{
  abeysooriyaGeneNameErrors2021,
  title={Gene name errors: Lessons not learned},
  volume={17},
  ISSN={1553-7358},
  url={https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1008984},
  DOI={10.1371/journal.pcbi.1008984},
  number={7},
  journal={PLOS Computational Biology},
  author={Abeysooriya, Mandhri and Soria, Megan and Kasu, Mary Sravya and Ziemann, Mark},
  year={2021},
  month={Jul},
pages={e1008984} }

@misc{
  schweinbergerDataManagementVersion2022,
  title={Data management, version control, and reproducibility},
  url={https://ladal.edu.au/repro.html},
  author={Schweinberger, Martin},
  date={2022},
  note={(12 March, 2026)},
month={Oct} }

@book{
  dauberNonProgrammersGuideSocial,
  title={R for Non-Programmers: A Guide for Social Scientists},
  url={https://bookdown.org/daniel_dauber_io/r4np_book/},
  note={(10 March, 2026.)},
author={Dauber, Daniel} }

@inbook{
  AnthonyProgrammingCorpusLinguistics2020,
  address={Cham},
  title={Programming for Corpus Linguistics},
  ISBN={978-3-030-46216-1},
  url={https://doi.org/10.1007/978-3-030-46216-1_9},
  DOI={10.1007/978-3-030-46216-1_9},
  booktitle={A Practical Handbook of Corpus Linguistics},
  publisher={Springer International Publishing},
  author={Anthony, Laurence},
  editor={Paquot, Magali and Gries, Stefan Th.},
  year={2020},
pages={181–207} }

@book{
  dauberNonProgrammersGuideSocial2024,
  title={R for Non-Programmers: A Guide for Social Scientists},
  url={https://bookdown.org/daniel_dauber_io/r4np_book/},
  publisher={Open Education Resource},
  author={Dauber, Daniel},
year={2024} }

@phdthesis{
  LeFollTextbookEnglishCorpusBased2022,
  address={Osnabrück, Germany},
  title={{Textbook} {English}: A Corpus-Based Analysis of the Language of EFL textbooks used in Secondary Schools in {France}, {Germany} and {Spain}},
  url={https://doi.org/10.48693/278},
  school={Osnabrück University},
  author={Le Foll, Elen},
  year={2022},
month={Mar} }

@article{
  pratRelatingNaturalLanguage2020,
  title={Relating Natural Language Aptitude to Individual Differences in Learning Programming Languages},
  volume={10},
  ISSN={2045-2322},
  url={https://www.nature.com/articles/s41598-020-60661-8},
  DOI={10.1038/s41598-020-60661-8},
  number={1},
  journal={Scientific Reports},
  author={Prat, Chantel S. and Madhyastha, Tara M. and Mottarella, Malayka J. and Kuo, Chu-Hsuan},
  year={2020},
  month={Mar}, }

@article{
  DabrowskaExperienceAptitudeIndividual2019,
  title={Experience, Aptitude, and Individual Differences in Linguistic Attainment: A Comparison of Native and Nonnative Speakers},
  volume={69},
  ISSN={1467-9922},
  url={https://onlinelibrary.wiley.com/doi/abs/10.1111/lang.12323},
  DOI={10.1111/lang.12323},
  note={_eprint: https://onlinelibrary.wiley.com/doi/pdf/10.1111/lang.12323},
  number={S1},
  journal={Language Learning},
  author={Dąbrowska, Ewa},
  year={2019},
pages={72–100} }

@book{
  bryanLetGitStarted,
  title={Let’s {Git} started: Happy {Git} and {GitHub} for the useR},
  url={https://happygitwithr.com/},
  year={n.d.},
  publisher={Open Education Resource},
  note={(10 March, 2026.)},
author={Bryan, Jennifer} }

@article{
  busterudVerbPlacementL32023,
  title={Verb placement in L3 French and L3 German: The role of language-internal factors in determining cross-linguistic influence from prior languages},
  volume={13},
  ISSN={1879-9264, 1879-9272},
  url={https://www.jbe-platform.com/content/journals/10.1075/lab.22058.bus},
  DOI={10.1075/lab.22058.bus},
  number={5},
  journal={Linguistic Approaches to Bilingualism},
  author={Busterud, Guro and Dahl, Anne and Kush, Dave and Listhaug, Kjersti Faldet},
  year={2023},
  month={Nov},
pages={693–716} }

@misc{busterudReplicationDataVerb2023,
	title = {Replication data for Verb placement in L3 French and L3 German: The role of language-internal factors in determining cross-linguistic influence form prior languages},
	author = {Busterud, Guro and Dahl, Anne and Kush, Dave and Listhaug, Kjersti Faldet},
	doi = {10.18710/JBMAPT},
	langid = {en}
}

@misc{
  bryanProjectorientedWorkflow2017,
  title={Project-oriented workflow},
  url={https://www.tidyverse.org/blog/2017/12/workflow-vs-script/},
  journal={Tidyverse.org},
  author={Bryan, Jenny},
  year={2017},
  note={(10 March, 2026.)},
month={Dec} }

@misc{
  WhyShouldUse,
  title={Why should I use the here package when I’m already using projects? - Malcolm Barrett},
url={https://malco.io/articles/2018-11-05-why-should-i-use-the-here-package-when-i-m-already-using-projects} }
note={(10 March, 2026.)},

@misc{
  barrettWhyShouldUse2018,
  title={Why should {I} use the here package when {I}’m already using projects?},
  url={https://malco.io/articles/2018-11-05-why-should-i-use-the-here-package-when-i-m-already-using-projects},
  author={Barrett, Malcolm},
  year={2018},
month={Nov} }

@article{
  lausbergCodingGesturalBehavior2009,
  title={Coding gestural behavior with the NEUROGES-ELAN system},
  volume={41},
  ISSN={1554-3528},
  url={https://doi.org/10.3758/BRM.41.3.841},
  DOI={10.3758/BRM.41.3.841},
  number={3},
  journal={Behavior Research Methods},
  author={Lausberg, Hedda and Sloetjes, Han},
  year={2009},
  month={Aug},
pages={841–849} }

@article{
  lausbergCodingGesturalBehavior2009,
  title={Coding gestural behavior with the NEUROGES-ELAN system},
  volume={41},
  ISSN={1554-3528},
  url={https://doi.org/10.3758/BRM.41.3.841},
  DOI={10.3758/BRM.41.3.841},
  number={3},
  journal={Behavior Research Methods},
  author={Lausberg, Hedda and Sloetjes, Han},
  year={2009},
  month={Aug},
pages={841–849} }

@misc{
  IRIS2011,
  title={IRIS},
  url={https://iris-database.org/},
  author={iris-database.org},
  note={(12 March, 2026)} }

@misc{
  alvinashcraftMaximumPathLength2022,
  title={Maximum Path Length Limitation},
  url={https://learn.microsoft.com/en-us/windows/win32/fileio/maximum-file-path-limitation},
  journal={Learn Microsoft},
  author={{Learn Microsoft}},
  year={2022},
  note={(10 March, 2026.)},
month={Jul} }

@article{
  theturingwaycommunityTuringWayHandbook2022,
  title={The {Turing} {Way}: A handbook for reproducible, ethical and collaborative research (1.0.2)},
  url={https://book.the-turing-way.org/reproducible-research/open/open-access.html},
  DOI={10.5281/zenodo.3233853},
  publisher={Zenodo},
  author={The Turing Way Community,},
  note={(12 March, 2026)},
year={2022} }

@book{
  berez-kroekerOpenHandbookLinguistic2022,
  title={The {Open} {Handbook} of {Linguistic} {Data} {Management}},
  url={https://direct.mit.edu/books/book/5244/The-Open-Handbook-of-Linguistic-Data-Management},
  DOI={10.7551/mitpress/12200.001.0001},
  publisher={MIT Press},
  author={Berez-Kroeker, Andrea L. and McDonnell, Bradley and Koller, Eve and Collister, Lauren B.},
  year={2022},
month={Jan} }

@misc{
  alhazmiVisualInterpretationStandard2020,
  title={A visual interpretation of the standard deviation},
  url={https://medium.com/data-science/a-visual-interpretation-of-the-standard-deviation-30f4676c291c},
  journal={Medium},
  author={Alhazmi, Fahd},
  year={2020},
  note={(10 March, 2026.)},
month={Jan} }

@book{
  BrezinaStatisticsCorpusLinguistics2018,
  address={Cambridge},
  title={Statistics in Corpus Linguistics: A Practical Guide},
  ISBN={978-1-316-41089-9 978-1-107-12570-4 978-1-107-56524-1},
  DOI={10.1017/9781316410899},
  publisher={Cambridge University Press},
  author={Brezina, Vaclav},
  year={2018},
month={Sep} }

@misc{
  horstOpenscapesTidyData2020,
  title={Openscapes - {Tidy} data for efficiency, reproducibility, and collaboration},
  url={https://openscapes.org/blog/2020-10-12-tidy-data/},
  author={Lowndes, Julie and Horst, Allison},
  year={2020},
  note={(12 March, 2026)},
month={Oct} }

@misc{
  TidyMessyData,
  title={Tidy Messy Data},
  author={Wickham, Hadley and Vaughan, Davis and Girlich, Maximilian},
  year={2025},
  url={https://tidyr.tidyverse.org/} }

@book{wilkinsonGrammarGraphics2005,
	title = {The {Grammar} of {Graphics}},
	author = {Wilkinson, Leland},
	year = {2005},
	edition = {2. edn.},
	date = {2005},
	publisher = {Springer},
	series = {Statistics and Computing},
	doi = {10.1007/0-387-28695-0},
	url = {http://link.springer.com/10.1007/0-387-28695-0},
	note = {DOI: 10.1007/0-387-28695-0},
	address = {New York},
	langid = {en}
}

@book{Wickhamggplot2Elegantgraphics2016,
    author = {Hadley Wickham},
    title = {ggplot2: Elegant Graphics for Data Analysis},
    publisher = {Springer-Verlag New York},
    year = {2016},
    isbn = {978-3-319-24277-4},
    url = {https://ggplot2.tidyverse.org},
}

@book{
  garnierSjmgarnierViridisCRAN2023,
  title={sjmgarnier/viridis: CRAN release v0.6.3},
  url={https://zenodo.org/record/4679423},
  DOI={10.5281/ZENODO.4679423},
  publisher={Zenodo},
  author={Garnier, Simon and Ross, Noam and BoB Rudis and Filipovic-Pierucci, Antoine and Galili, Tal and Timelyportfolio and O’Callaghan, Alan and Greenwell, Brandon and Sievert, Carson and Harris, David J. and et al.},
  year={2023},
  note={(10 March, 2026.)},
month={May} }

@book{
  ouColorBlindnessSafeColor2021,
  title={colorBlindness: Safe color set for color blindness},
  url={https://CRAN.R-project.org/package=colorBlindness},
  author={Ou, Jianhong},
  note={(12 March, 2026)},
year={2021} }

@book{
  hvitfeldtPaletteerComprehensiveCollection2021,
  title={paletteer: Comprehensive collection of color palettes},
  url={https://github.com/EmilHvitfeldt/paletteer},
  author={Hvitfeldt, Emil and et al.},
year={2021} }

@Manual{
    stringr2025,
    title = {stringr: Simple, Consistent Wrappers for Common String Operations},
    author = {Hadley Wickham},
    year = {2025},
    note = {R package version 1.6.0},
    url = {https://CRAN.R-project.org/package=stringr},
    doi = {10.32614/CRAN.package.stringr},
  }

@inbook{
  vanhulleCategoryThrowVerbs2024,
  title={The category of throw verbs as productive source of the Spanish inchoative construction},
  sorttitle ={VanHulle2024a},
  ISBN={978-3-11-124814-1},
  url={https://www.degruyter.com/document/doi/10.1515/9783111248141-009/html},
  DOI={10.1515/9783111248141-009},
  booktitle={Romance motion verbs in language change},
  publisher={De Gruyter},
  author={Van Hulle, Sven and Enghels, Renata},
  editor={Pfadenhauer, Katrin and Wiesinger, Evelyn},
  year={2024},
pages={213–240} }

@misc{
  vanhulleReplicationDataCategory2024,
  title={TROLLing Replication Data for: “The category of throw verbs as productive source of the Spanish inchoative construction. DataverseNO, V1.”},
  sorttitle ={VanHulle2024b},
  url={https://dataverse.no/dataset.xhtml?persistentId=doi:10.18710/TR2PWJ},
  DOI={10.18710/TR2PWJ},
  year={2024},
author={Van Hulle, Sven and Enghels, Renata} }

@inbook{
  stefanowitschCorpusbasedPerspectiveEntrenchment2017,
  address={Washington},
  title={The corpus-based perspective on entrenchment},
  ISBN={978-3-11-034130-0 978-3-11-034142-3},
  url={https://content.apa.org/books/15969-006},
  DOI={10.1037/15969-006},
  booktitle={Entrenchment and the psychology of language learning: How we reorganize and adapt linguistic knowledge},
  publisher={De Gruyter},
  author={Stefanowitsch, Anatol and Flach, Susanne},
  editor={Schmid, Hans-Jörg},
  year={2017},
pages={101–127} }

@article{fricke2024semantic,
  title={Semantic differences in visually similar face emojis},
  author={Fricke, Lea and Grosz, Patrick G. and Scheffler, Tatjana},
  journal={Language and Cognition},
  pages={1433–-1447},
  year={2024},
  publisher={Cambridge University Press},
  doi={10.1017/langcog.2024.12}
}

@article{fugate2021implications,
  title={Implications for emotion: Using anatomically based facial coding to compare emoji faces across platforms},
  author={Fugate, Jennifer M. B. and Franco, Courtny L.},
  journal={Frontiers in Psychology},
  volume={12},
  year={2021},
  publisher={Frontiers Media SA},
  doi={10.3389/fpsyg.2021.605928}
}

@article{maier2023emojis,
  title={Emojis as pictures},
  author={Maier, Emar},
  year={2023},
  journal={Ergo},
  volume={10},
  doi={10.3998/ergo.4641},
  note={(12 March, 2026)}
}

@article{grosz2023semantics,
  title={A semantics of face emoji in discourse},
  author={Grosz, Patrick Georg and Greenberg, Gabriel and De Leon, Christian and Kaiser, Elsi},
  journal={Linguistics and Philosophy},
  volume={46},
  number={4},
  pages={905--957},
  year={2023},
  doi={10.1007/s10988-022-09369-8}
}
@article{ekman1978facial,
  title={Facial action coding system},
  author={Ekman, Paul and Friesen, Wallace V},
  journal={Environmental Psychology \& Nonverbal Behavior},
  year={1978},
  doi={10.1037/t27734-000}
}

@Manual{pedersen2024patchwork,
  title = {patchwork: The {Composer} of {Plots}},
  author = {Thomas Lin Pedersen},
  note = {R package version 1.2.0.9000, https://github.com/thomasp85/patchwork},
  url = {https://patchwork.data-imaginist.com},
  note={(12 March, 2026)},
}

@Manual{wickham2024emoji,
    title = {emo: Easily Insert 'Emoji'},
    author = {Hadley Wickham and et al.},
    year = {2024},
    note = {R package version 0.0.0.9000, commit 3f03b11491ce3d6fc5601e210927eff73bf8e350},
    url = {https://github.com/hadley/emo},
  }
  
@Manual{pedersen2024ragg,
  title = {ragg: Graphic Devices Based on AGG},
  author = {Thomas Lin Pedersen and Maxim Shemanarev},
  note = {R package version 1.3.2, https://github.com/r-lib/ragg},
  url = {https://ragg.r-lib.org},
  note={(12 March, 2026)},
  }

@article{neuwirth2022package,
  title={Package ‘RColorBrewer’},
  author={Neuwirth, Erich},
  year={2022},
  url={https://cran.r-project.org/web/packages/RColorBrewer/RColorBrewer.pdf}
}

@article{scheffler2024affective,
  title={Affective, semantic, frequency, and descriptive norms for 107 face emojis},
  author={Scheffler, Tatjana and Nenchev, Ivan},
  journal={Behavior Research Methods},
  pages={1--22},
  year={2024},
  doi={10.3758/s13428-024-02444-x}
}

@article{pfeifer2022all,
  title={Do all facial emojis communicate emotion? The impact of facial emojis on perceived sender emotion and text processing},
  author={Pfeifer, Valeria A and Armstrong, Emma L and Lai, Vicky Tzuyin},
  journal={Computers in Human Behavior},
  volume={126},
  year={2022},
  doi={10.1016/j.chb.2021.107016}
}



@book{
  pfadenhauerRomanceMotionVerbs2024,
  title={Romance motion verbs in language change: Grammar, lexicon, discourse},
  ISBN={978-3-11-124814-1},
  url={https://www.degruyter.com/document/doi/10.1515/9783111248141/html},
  DOI={10.1515/9783111248141},
  publisher={De Gruyter},
  editor={Pfadenhauer, Katrin and Wiesinger, Evelyn},
  year={2024},
month={Jul} }

@article{
  griesStatisticalMeasuresUsageBased2015,
  title={Statistical Measures for Usage-Based Linguistics},
  volume={65},
  ISSN={1467-9922},
  url={https://onlinelibrary.wiley.com/doi/abs/10.1111/lang.12119},
  DOI={10.1111/lang.12119},
  note={_eprint: https://onlinelibrary.wiley.com/doi/pdf/10.1111/lang.12119},
  number={S1},
  journal={Language Learning},
  author={Gries, Stefan Th. and Ellis, Nick C.},
  year={2015},
pages={228–255} }

@book{
  griesStatisticsLinguisticsPractical2021,
  address={Berlin/Boston},
  edition={3. edn.},
  series={Mouton {T}extbook},
  title={Statistics for linguistics with {R}: a practical introduction},
  ISBN={978-3-11-071816-4},
  publisher={de Gruyter Mouton},
  author={Gries, Stefan Th.},
  year={2021},
  doi={10.1515/9783110718256},
collection={De Gruyter Mouton textbook} }

@book{
  winterStatisticsLinguistsIntroduction2020,
  address={New York},
  title={Statistics for Linguists: An Introduction Using {R}},
  ISBN={978-1-315-16554-7},
  DOI={10.4324/9781315165547},
  publisher={Routledge},
  author={Winter, Bodo},
year={2019} }

@book{
  LevshinaHowlinguisticsData2015,
  address={Amsterdam},
  title={How to do linguistics with {R}: Data exploration and statistical analysis},
  ISBN={90-272-6845-2},
  publisher={John Benjamins},
  author={Levshina, Natalia},
  doi={10.1075/z.195},
year={2015} }

@book{
  DesagulierCorpusLinguisticsStatistics2017,
  address={Cham},
  series={Quantitative Methods in the Humanities and Social Sciences},
  title={Corpus Linguistics and Statistics with {R}: Introduction to Quantitative Methods in Linguistics},
  ISBN={978-3-319-64570-4 978-3-319-64572-8},
  note={You can download a zipped archive (CLSR.zip for “Corpus Linguistics and Statistics with R”) from http://extras.springer.com/2018/978-3-319-64570-4.},
  publisher={Springer International Publishing},
  author={Desagulier, Guillaume},
  year={2017},
collection={Quantitative Methods in the Humanities and Social Sciences} }

@article{
  clevelandGraphicalPerceptionVisual1987,
  title={Graphical Perception: The Visual Decoding of Quantitative Information on Graphical Displays of Data},
  volume={150},
  ISSN={2397-2327},
  url={https://onlinelibrary.wiley.com/doi/abs/10.2307/2981473},
  DOI={10.2307/2981473},
  note={_eprint: https://onlinelibrary.wiley.com/doi/pdf/10.2307/2981473},
  number={3},
  journal={Journal of the Royal Statistical Society: Series A (General)},
  author={Cleveland, William S. and McGill, Robert},
  year={1987},
pages={192–210} }

@article{
  fewPiesDessert,
  title={Save the Pies for Dessert},
  url={http://www.perceptualedge.com/articles/08-21-07.pdf},
  journal={Visual Business Intelligence Newsletter},
  year={2007},
  publisher={perceptual edge},
author={Few, Stephen} }

@article{bochynskaReproducibleResearchPractices2023a,
	title = {Reproducible research practices and transparency across linguistics},
	author = {Bochynska, Agata and Keeble, Liam and Halfacre, Caitlin and Casillas, Joseph V. and Champagne, {Irys-Amélie} and Chen, Kaidi and {Röthlisberger}, Melanie and Buchanan, Erin M. and Roettger, Timo B.},
	year = {2023},
	month = {11},
	date = {2023-11-09},
	journal = {Glossa Psycholinguistics},
	volume = {2},
	number = {1},
	doi = {10.5070/G6011239},
	url = {https://escholarship.org/uc/item/6m62j7p6},
	langid = {en}
}

@book{
  wickhamDataScienceImport2023,
  address={Beijing Boston Farnham Sebastopol Tokyo},
  edition={2nd edition},
  title={R for Data Science: Import, tidy, transform, visualize, and model data},
  ISBN={978-1-4920-9740-2},
  url={https://r4ds.hadley.nz/},
  publisher={O’Reilly},
  author={Wickham, Hadley and Çetinkaya-Rundel, Mine and Grolemund, Garrett},
year={2023} }

@article{
  seiboldBERDCourseMake2023,
  title={BERD course: Make Your Research Reproducible},
  url={https://osf.io/rupt7/},
  DOI={10.17605/OSF.IO/RUPT7},
author={Seibold, Heidi and Müller, Rabea},
note={(12 March, 2026)},
year={2023} }

@Manual{
    RodriguezGrateful2024,
    title = {grateful: Facilitate citation of {R} packages},
    author = {Francisco Rodriguez-Sanchez and Connor P. Jackson},
    note = {(12 March, 2026)},
    url = {https://pakillo.github.io/grateful/},
  }
@article{innamiPromotingComputationallyReproducible2022,
	title = {Promoting computationally reproducible research in applied linguistics: Recommended practices and considerations},
	author = {{In'nami}, Yo and Mizumoto, Atsushi and Plonsky, Luke and Koizumi, Rie},
	year = {2022},
	month = {12},
	date = {2022-12},
	journal = {Research Methods in Applied Linguistics},
	pages = {100030},
	volume = {1},
	number = {3},
	doi = {10.1016/j.rmal.2022.100030},
	url = {https://linkinghub.elsevier.com/retrieve/pii/S2772766122000271},
	langid = {en}
}

@book{
  lakensImprovingYourStatistical2022,
  title={Improving Your Statistical Inferences},
  url={https://zenodo.org/record/6409077},
  DOI={10.5281/ZENODO.6409077},
  publisher={Zenodo},
  author={Lakens, Daniël},
  year={2022},
  note={(12 March, 2026)},
month={Apr} }

@article{ben-shachar2020,
	title = {effectsize: Estimation of Effect Size Indices and Standardized Parameters},
	author = {Ben-Shachar, Mattan and {Lüdecke}, Daniel and Makowski, Dominique},
	year = {2020},
	month = {12},
	date = {2020-12-23},
	journal = {Journal of Open Source Software},
	volume = {5},
	number = {56},
	doi = {10.21105/joss.02815},
	url = {http://dx.doi.org/10.21105/joss.02815}
}

@article{
  plonskyHowBigBig2014,
  title={How Big Is “Big”? Interpreting Effect Sizes in L2 Research},
  volume={64},
  ISSN={1467-9922},
  url={https://onlinelibrary.wiley.com/doi/abs/10.1111/lang.12079},
  DOI={10.1111/lang.12079},
  note={_eprint: https://onlinelibrary.wiley.com/doi/pdf/10.1111/lang.12079},
  number={4},
  journal={Language Learning},
  author={Plonsky, Luke and Oswald, Frederick L.},
  year={2014},
pages={878–912} }

@book{cohenStatisticalPowerAnalysis1988,
	title = {Statistical power analysis for the behavioral sciences},
	author = {Cohen, Jacob},
	year = {1988},
	date = {1988},
	publisher = {Lawrence Erlbaum Associates},
	edition = {2. edn., reprint},
	address = {New York, NY},
	langid = {en},
	doi={10.4324/9780203771587},
}

@inproceedings{matejkaSameStatsDifferent2017,
	title = {Same Stats, Different Graphs: Generating Datasets with Varied Appearance and Identical Statistics through Simulated Annealing},
	author = {Matejka, Justin and Fitzmaurice, George},
	year = {2017},
	month = {05},
	date = {2017-05-02},
	booktitle = {Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems},
	pages = {1290-1294},
	series = {CHI '17},
	doi = {10.1145/3025453.3025912},
	url = {https://doi.org/10.1145/3025453.3025912},
	address = {New York, NY, USA}
}

@article{
  matuteIllusionsCausalityHow2015,
  title={Illusions of causality: how they bias our everyday thinking and how they could be reduced},
  volume={6},
  ISSN={1664-1078},
  url={https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2015.00888/full},
  DOI={10.3389/fpsyg.2015.00888},
  journal={Frontiers in Psychology},
  author={Matute, Helena and Blanco, Fernando and Yarritu, Ion and Díaz-Lago, Marcos and Vadillo, Miguel A. and Barberia, Itxaso},
  year={2015},
month={Jul} }

@inbook{
  kaufmanIllusionCausalityCognitive2018,
  title={The Illusion of Causality: A Cognitive Bias Underlying Pseudoscience},
  ISBN={978-0-262-34481-4},
  url={https://direct.mit.edu/books/book/3620/chapter/121014/the-illusion-of-causality-a-cognitive-bias},
  DOI={10.7551/mitpress/10747.003.0007},
  booktitle={Pseudoscience},
  publisher={The MIT Press},
  editor={Kaufman, Allison B. and Kaufman, James C.},
year={2018} }

@article{acheson2008,
	title = {New and updated tests of print exposure and reading abilities in college students},
	author = {Acheson, Daniel J. and Wells, Justine B. and MacDonald, Maryellen C.},
	year = {2008},
	month = {02},
	date = {2008-02},
	journal = {Behavior Research Methods},
	pages = {278--289},
	volume = {40},
	number = {1},
	doi = {10.3758/brm.40.1.278},
	url = {http://dx.doi.org/10.3758/BRM.40.1.278},
	langid = {en}
}

@article{nimonStatisticalAssumptionsSubstantive2012,
	title = {Statistical Assumptions of Substantive Analyses Across the General Linear Model: A Mini-Review},
	author = {Nimon, Kim F.},
	year = {2012},
	month = {08},
	date = {2012-08-28},
	journal = {Frontiers in Psychology},
	volume = {3},
	doi = {10.3389/fpsyg.2012.00322},
	url = {https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2012.00322/full},
	note = {Publisher: Frontiers},
	langid = {English}
}

@book{
  TabachnickUsingMultivariateStatistics2014,
  address={Harlow},
  edition={Pearson new international edition, 6. edn.},
  series={Always learning},
  title={Using Multivariate Statistics},
  ISBN={978-1-292-02131-7},
  publisher={Pearson},
  author={Tabachnick, Barbara G. and Fidell, Linda S.},
  year={2013}, }

@book{
  BaayenAnalyzinglinguisticdata2008,
  address={Cambridge, UK; New York},
  title={Analyzing linguistic data: a practical introduction to statistics using {R}},
  ISBN={978-0-521-88259-0 978-0-521-70918-7},
  doi={10.1017/cbo9780511801686},
  publisher={Cambridge University Press},
  author={Baayen, R. Harald},
  doi={10.1017/CBO9780511801686},
year={2008} }

@techreport{lenthEmmeansEstimatedMarginal2025a,
	title = {emmeans: Estimated marginal means, aka least-squares means},
	author = {Lenth, Russell V. and Piaskowski, Julia},
	year = {2025},
	date = {2025},
	note={(12 March, 2026)},
	url = {https://rvlenth.github.io/emmeans/}
}

@article{brehenyVisualizationRegressionModels2017,
	title = {Visualization of Regression Models Using visreg},
	author = {Breheny, Patrick and Burchett, Woodrow},
	year = {2017},
	date = {2017},
	journal = {The R Journal},
	pages = {56--71},
	volume = {9},
	number = {2},
	doi = {10.32614/RJ-2017-046},
	url = {https://journal.r-project.org/archive/2017/RJ-2017-046/index.html},
	langid = {en}
}

@article{
  williamsAssumptionsMultipleRegression2013,
  title={Assumptions of Multiple Regression: Correcting Two Misconceptions.},
  volume={18},
  number={11},
  journal={Practical Assessment, Research, and Evaluation},
  author={Williams, Matt N. and Grajales, Carlos Alberto Gómez and Kurkiewicz, Dason},
  year={2013},
month={Sep} }

@book{
  FieldDiscoveringstatisticsusing2012,
  address={London; Thousand Oaks, California; New Delhi; Singapore},
  title={Discovering statistics using {R}},
  ISBN={978-1-4462-0046-9 978-1-4462-0045-2},
  publisher={SAGE},
  author={Field, Andy P. and Miles, Jeremy and Field, Zoë},
year={2012} }

@article{dabrowskaExperienceAptitudeIndividual2018,
	title = {Experience, aptitude and individual differences in native language ultimate attainment},
	author = {{D{\k{a}}browska}, Ewa},
	year = {2018},
	month = {09},
	date = {2018-09},
	journal = {Cognition},
	pages = {222--235},
	volume = {178},
	doi = {10.1016/j.cognition.2018.05.018},
	url = {https://linkinghub.elsevier.com/retrieve/pii/S0010027718301446},
	langid = {en}
}

@techreport{lüdecke2020,
	title = {sjPlot: Data visualization for statistics in social science},
	author = {{Lüdecke}, Daniel},
	year = {2020},
	date = {2020},
	url = {https://CRAN.R-project.org/package=sjPlot},
	note = {(12 March, 2026)},
}

@article{ludeckePerformancePackageAssessment2021,
	title = {{{performance}}: An {R} package for assessment, comparison and testing of statistical models},
	author = {{Lüdecke}, Daniel and Ben-Shachar, Mattan S. and Patil, Indrajeet and Waggoner, Philip and Makowski, Dominique},
	year = {2021},
	date = {2021},
	journal = {Journal of Open Source Software},
	pages = {3139},
	volume = {6},
	number = {60},
	doi = {10.21105/joss.03139}
}

@article{
  almeidaGgplot2CompatibleQuantilequantile2018,
  title={ggplot2 compatible quantile-quantile plots in {R}},
  volume={10},
  DOI={10.32614/RJ-2018-051},
  number={2},
  journal={The R Journal},
  author={Almeida, Alexandre and Loy, Adam and Hofmann, Heike},
  year={2018},
pages={248–261} }

@book{
  cetinkaya-rundelIntroductionModernStatistics2021,
  edition={2. edn.},
  title={Introduction to Modern Statistics},
  url={https://openintro-ims.netlify.app/},
  publisher={OpenIntro},
  author={Çetinkaya-Rundel, Mine and Hardin, Johanna},
  year={2026},
  note={(10 March, 2026)},
month={Jun} }

@book{
  sondereggerRegressionModelingLinguistic2023,
  address={Cambridge, Massachusetts},
  title={Regression modeling for linguistic data},
  ISBN={978-0-262-04548-3},
  note={OA version: https://github.com/msonderegger/rmld-v1.1/blob/main/rmld_v1.1.pdf},
  publisher={The MIT Press},
  author={Sonderegger, Morgan},
year={2023} }

@article{grömping2006,
	title = {Relative Importance for Linear Regression in {R}: The Package relaimpo},
	author = {{Grömping}, Ulrike},
	year = {2006},
	date = {2006},
	journal = {Journal of Statistical Software},
	volume = {17},
	number = {1},
	doi = {10.18637/jss.v017.i01},
	url = {http://dx.doi.org/10.18637/jss.v017.i01},
	langid = {en}
}

@book{
  lindemanIntroductionBivariateMultivariate1980,
  title={Introduction to Bivariate and Multivariate Analysis},
  ISBN={978-0-673-15099-8},
  publisher={Scott, Foresman and Company},
  address={Glenview, Illinois; Dallas, Texas; Oakland, New Jersey; Palo Alto, California; Tucker, Georgia; London, England},
  author={Lindeman, Richard Harold and Merenda, Peter Francis and Gold, Ruth Z.},
  url={https://archive.org/details/introductiontobi0000lind},
year={1980} }

@article{vasishthHowEmbraceVariation2021,
	title = {How to embrace variation and accept uncertainty in linguistic and psycholinguistic data analysis},
	author = {Vasishth, Shravan and Gelman, Andrew},
	year = {2021},
	month = {09},
	date = {2021-09-01},
	journal = {Linguistics},
	pages = {1311--1342},
	volume = {59},
	number = {5},
	doi = {10.1515/ling-2019-0051},
	url = {https://www.degruyter.com/document/doi/10.1515/ling-2019-0051/html},
	note = {Publisher: De Gruyter Mouton},
	langid = {en}
}

@article{
  gelmanEthicsStatisticalPractice2018,
  title={Ethics in Statistical Practice and Communication: Five Recommendations},
  volume={15},
  ISSN={1740-9705},
  doi={10.1111/j.1740-9713.2018.01193.x},
  number={5},
  journal={Significance},
  author={Gelman, Andrew},
  year={2018},
  month={Oct},
  publisher={The Royal Statistical Society},
  address={Oxford},
pages={40–43} }

@article{
  soskuthyGeneralisedAdditiveMixed2017,
  title={Generalised additive mixed models for dynamic analysis in linguistics: a practical introduction},
  url={http://arxiv.org/abs/1703.05339},
  DOI={10.48550/arXiv.1703.05339},
author={Sóskuthy, Márton} }

@inbook{levshinaComparingBayesianFrequentist2022,
	title = {Comparing Bayesian and Frequentist Models of Language Variation: The Case of Help + (to-)Infinitive},
	author = {Levshina, Natalia},
	editor = {{Schützler}, Ole and {Schlüter}, Julia},
	year = {2022},
	month = {05},
	date = {2022-05-31},
	publisher = {Cambridge University Press},
	pages = {224--258},
	edition = {1. edn.},
	doi = {10.1017/9781108589314.009},
	url = {https://www.cambridge.org/core/product/identifier/9781108589314%23CN-bp-9/type/book_part},
	note = {DOI: 10.1017/9781108589314.009},
	langid = {en}
}

@book{nicenboimIntroductionBayesianData2026,
	title = {Introduction to Bayesian Data Analysis for cognitive science},
	author = {Nicenboim, Bruno and Schad, Daniel and Vasishth, Shravan},
	year = {2025},
	date = {2025},
	publisher = {Chapman & Hall},
	series = {Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences Series},
	doi = {10.1201/9780429342646},
	url = {https://bruno.nicenboim.me/bayescogsci/},
	note = {DOI: 10.1201/9780429342646},
	address = {New York},
	langid = {eng}
}

@misc{
  gelmanEmbracingVariationAccepting2019,
  address={Stanford University},
  title={Embracing Variation and Accepting Uncertainty: Implications for Science and Metascience},
  url={https://www.youtube.com/watch?v=VQCcMP4A5Ks},
  author={Gelman, Andrew},
  year={2019},
  note={(12 March, 2026.)},
month={Sep} }

@article{
  mertzenBenefitsPreregistrationHypothesisdriven2021,
  title={The benefits of preregistration for hypothesis-driven bilingualism research},
  volume={24},
  ISSN={1366-7289, 1469-1841},
  url={https://www.cambridge.org/core/journals/bilingualism-language-and-cognition/article/benefits-of-preregistration-for-hypothesisdriven-bilingualism-research/8276B2DF59964C8D0D3141B3E4DD96E6},
  DOI={10.1017/S1366728921000031},
  number={5},
  journal={Bilingualism: Language and Cognition},
  author={Mertzen, Daniela and Lago, Sol and Vasishth, Shravan},
  year={2021},
  month={Nov},
pages={807–812} }

@article{
  roettgerPreregistrationExperimentalLinguistics2021,
  title={Preregistration in experimental linguistics: applications, challenges, and limitations},
  volume={59},
  ISSN={1613-396X},
  url={https://www.degruyter.com/document/doi/10.1515/ling-2019-0048/html},
  DOI={10.1515/ling-2019-0048},
  number={5},
  journal={Linguistics},
  author={Roettger, Timo B.},
  year={2021},
  month={Sep},
pages={1227–1249} }

@book{
  foxCompanionAppliedRegression2019,
  address={Los Angeles London New Delhi Singapore Washington, DC Melbourne},
  edition={3. edn.},
  title={An {R} companion to applied regression},
  ISBN={978-1-5443-3647-3},
  publisher={SAGE},
  author={Fox, John and Weisberg, Sanford},
year={2018} }

@article{
  ludeckeSeePackageVisualizing2021,
  title={see: An {R} package for visualizing statistical models},
  volume={6},
  DOI={10.21105/joss.03393},
  number={64},
  journal={Journal of Open Source Software},
  author={Lüdecke, Daniel and Patil, Indrajeet and Ben-Shachar, Mattan S. and Wiernik, Brenton M. and Waggoner, Philip and Makowski, Dominique},
  year={2021}, }

@article{
  mizumotoCalculatingRelativeImportance2023,
  title={Calculating the Relative Importance of Multiple Regression Predictor Variables Using Dominance Analysis and Random Forests},
  volume={73},
  ISSN={1467-9922},
  url={https://onlinelibrary.wiley.com/doi/abs/10.1111/lang.12518},
  DOI={10.1111/lang.12518},
  note={_eprint: https://onlinelibrary.wiley.com/doi/pdf/10.1111/lang.12518},
  number={1},
  journal={Language Learning},
  author={Mizumoto, Atsushi},
  year={2023},
pages={161–196} }

@article{wielingAnalyzingDynamicPhonetic2018,
	title = {Analyzing dynamic phonetic data using generalized additive mixed modeling: A tutorial focusing on articulatory differences between L1 and L2 speakers of English},
	author = {Wieling, Martijn},
	year = {2018},
	month = {09},
	date = {2018-09-01},
	journal = {Journal of Phonetics},
	pages = {86--116},
	volume = {70},
	doi = {10.1016/j.wocn.2018.03.002},
	url = {https://www.sciencedirect.com/science/article/pii/S0095447017301377}
}

@article{
  thompsonStepwiseRegressionStepwise1995,
  title={Stepwise Regression and Stepwise Discriminant Analysis Need Not Apply here: A Guidelines Editorial},
  volume={55},
  ISSN={0013-1644},
  url={https://doi.org/10.1177/0013164495055004001},
  DOI={10.1177/0013164495055004001},
  number={4},
  journal={Educational and Psychological Measurement},
  author={Thompson, Bruce},
  year={1995},
  month={Aug},
pages={525–534} }

@article{
  smithStepAwayStepwise2018,
  title={Step away from stepwise},
  volume={5},
  ISSN={2196-1115},
  url={https://journalofbigdata.springeropen.com/articles/10.1186/s40537-018-0143-6},
  DOI={10.1186/s40537-018-0143-6},
  number={32},
  journal={Journal of Big Data},
  author={Smith, Gary},
  year={2018},
  month={Dec},
pages={1–12} }

@book{
  harrellRegressionModelingStrategies2015,
  address={Cham},
  series={Springer Series in Statistics},
  title={Regression Modeling Strategies: With Applications to Linear Models, Logistic and Ordinal Regression, and Survival Analysis},
  ISBN={978-3-319-19424-0 978-3-319-19425-7},
  url={https://link.springer.com/10.1007/978-3-319-19425-7},
  DOI={10.1007/978-3-319-19425-7},
  author={Harrell, Frank E.},
  year={2015},
collection={Springer Series in Statistics} }

@misc{centerforopenscienceChoosingRightPreregistration2025,
	title = {Choosing the Right Preregistration Template: A Guide for Researchers},
	author = {Center for Open Science, },
	year = {2025},
	month = {04},
	date = {2025-04-24},
	url = {https://www.cos.io/blog/choosing-preregistration-template-guide-for-researchers},
	langid = {en},
	note={(10 March, 2026.)},
}

@article{harozComparisonPreregistrationPlatforms2022,
	title = {Comparison of Preregistration Platforms},
	journal = {Meta-Psychology},
	author = {Haroz, Steve},
	year = {2022},
	doi = {10.31222/osf.io/zry2u},
	note = {(12 March, 2026)},
}

@inbook{
  goodScopeLinguisticData2022,
  title={The Scope of Linguistic Data},
  url={https://direct.mit.edu/books/book/5244/The-Open-Handbook-of-Linguistic-Data-Management},
  DOI={10.7551/mitpress/12200.001.0001},
  booktitle={The Open Handbook of Linguistic Data Management},
  publisher={MIT Press},
  author={Good, Jeff},
  editor={Berez-Kroeker, Andrea L. and McDonnell, Bradley and Koller, Eve and Collister, Lauren B.},
  year={2022},
  month={Jan},
pages={27–47} }

@inbook{
  kungDevelopingDataManagement2022,
  title={Developing a Data Management Plan},
  url={https://direct.mit.edu/books/book/5244/The-Open-Handbook-of-Linguistic-Data-Management},
  DOI={10.7551/mitpress/12200.001.0001},
  booktitle={The Open Handbook of Linguistic Data Management},
  publisher={MIT Press},
  author={Kung, Susan Smythe},
  editor={Berez-Kroeker, Andrea L. and McDonnell, Bradley and Koller, Eve and Collister, Lauren B.},
  year={2022},
  month={Jan},
pages={101–115} }

@inproceedings{
  withersMetadataManagementArbil2012,
  title={Metadata Management with {A}rbil},
  url={http://www.lrec-conf.org/proceedings/lrec2012/workshops/11.LREC2012%20Metadata%20Proceedings.pdf#page=79},
  booktitle={Proceedings of the Workshop Describing LRs with Metadata: Towards Flexibility and Interoperability in the Documentation of LR},
  author={Withers, Peter},
  editor={Arranz, V.D. and Broeder, B. and Gaiffe, M. and Gavrilidou, M. and Monachini, M.},
  year={2012},
pages={72–75} }

@inbook{
  windhouwerComponentMetadataInfrastructure2022,
  title={Component Metadata Infrastructure},
  ISBN={978-3-11-076737-7},
  url={https://www.degruyter.com/document/doi/10.1515/9783110767377-008/html},
  DOI={10.1515/9783110767377-008},
  booktitle={CLARIN: The infrastructure for language resources},
  publisher={De Gruyter},
  author={Windhouwer, Menzo and Goosen, Twan},
  editor={Fišer, Darja and Witt, Andreas},
  year={2022},
  month={Oct},
pages={191–222} }

@article{
  paquotCoreMetadataSchema2024,
  title={The Core Metadata Schema for Learner Corpora (LC-meta): Collaborative efforts to advance data discoverability, metadata quality and study comparability in L2 research},
  volume={10},
  ISSN={2215-1478, 2215-1486},
  url={http://www.jbe-platform.com/content/journals/10.1075/ijlcr.24010.paq},
  DOI={10.1075/ijlcr.24010.paq},
  number={2},
  journal={International Journal of Learner Corpus Research},
  author={Paquot, Magali and König, Alexander and Stemle, Egon W. and Frey, Jennifer-Carmen},
  year={2024},
  month={Nov},
pages={280–300} }

@article{
  teiconsortiumTEIP5Guidelines2025,
  title={TEI P5: Guidelines for Electronic Text Encoding and Interchange},
  url={https://zenodo.org/records/17161156},
  DOI={10.5281/zenodo.17161156},
  publisher={Zenodo},
  author={{TEI Consortium}},
  year={2025},
  note={(10 March, 2026.)},
month={Sep} }

@article{
  MizumotoLinguaFrancaAdvantages2016,
  title={R as a Lingua Franca: Advantages of Using {R} for Quantitative Research in Applied Linguistics},
  volume={37},
  ISSN={0142-6001},
  url={https://doi.org/10.1093/applin/amv025},
  DOI={10.1093/applin/amv025},
  number={2},
  journal={Applied Linguistics},
  author={Mizumoto, Atsushi and Plonsky, Luke},
  year={2016},
  month={Apr},
pages={284–291} }

@article{
  yeTransferEffectsComputational2022,
  title={The transfer effects of computational thinking: A systematic review with meta-analysis and qualitative synthesis},
  volume={38},
  ISSN={1365-2729},
  url={https://onlinelibrary.wiley.com/doi/abs/10.1111/jcal.12723},
  DOI={10.1111/jcal.12723},
  note={_eprint: https://onlinelibrary.wiley.com/doi/pdf/10.1111/jcal.12723},
  number={6},
  journal={Journal of Computer Assisted Learning},
  author={Ye, Jiachu and Lai, Xiaoyan and Wong, Gary Ka-Wai},
  year={2022},
pages={1620–1638} }

@inbook{
  trippelMetadataResearchData2025,
  title={Metadata for research data},
  ISBN={978-3-11-220821-2},
  url={https://www.degruyterbrill.com/document/doi/10.1515/9783112208212-011/html},
  booktitle={Harmonizing language data: Standards for linguistic resources},
  publisher={De Gruyter},
  author={Trippel, Thorsten},
  editor={Bański, Piotr and Heid, Ulrich and Herzberg, Laura},
  year={2025},
  month={Dec},
pages={251–279} }

@book{
  godfreyBrailleRAction2017,
  address={Palmerston North},
  title={BrailleR in action},
  ISBN={978-0-473-41493-1},
  url={https://r-resources.massey.ac.nz/BrailleRInAction/},
  publisher={Massey University},
  author={Godfrey, A. Jonathan R.},
year={2017} }

@book{
  godfreyBrailleRImprovedAccess2025,
  title={BrailleR: Improved access for blind users},
  url={https://github.com/ajrgodfrey/BrailleR},
  author={Godfrey, A. Jonathan R. and et al.},
year={2025} }

@misc{
  universityofsouthcarolinaAlternativeText,
  title={Alternative Text},
  url={https://sc.edu/about/offices_and_divisions/digital-accessibility/toolbox/best_practices/alternative_text/},
  note={(12 March, 2026)},
author={{University of South Carolina}} }

@misc{
  w3cwebaccessibilityinitiativewaiImages2022,
  title={Images},
  url={https://www.w3.org/WAI/tutorials/images/},
  journal={Strategies, standards, resources to make the Web accessible to people with disabilities},
  author={W3C Web Accessibility Initiative (WAI)},
  year={2022},
month={Feb} }

@book{
  usheyRenvProjectEnvironments2023,
  title={renv: Project environments},
  url={https://CRAN.R-project.org/package=renv},
  author={Ushey, Kevin and Wickham, Hadley},
  note={(12 March, 2026)},
year={2023} }

@book{
  rodriguesRixReproducibleData2026,
  title={rix: Reproducible data science environments with “nix”},
  url={https://docs.ropensci.org/rix/},
  author={Rodrigues, Bruno and Baumann, Philipp},
  note={(12 March, 2026)}, }

@article{
  vanrooijReclaimingAITheoretical2024,
  title={Reclaiming AI as a Theoretical Tool for Cognitive Science},
  volume={7},
  ISSN={2522-087X},
  url={https://doi.org/10.1007/s42113-024-00217-5},
  DOI={10.1007/s42113-024-00217-5},
  journal={Computational Brain & Behavior},
  author={van Rooij, Iris and Guest, Olivia and Adolfi, Federico and de Haan, Ronald and Kolokolova, Antonina and Rich, Patricia},
  year={2024},
  pages={616-636},
month={Sep} }

@article{
  guestUncriticalAdoptionAI2025,
  title={Against the Uncritical Adoption of “AI” Technologies in Academia},
  year={2025},
  url={https://zenodo.org/records/17065099},
  note={(12 March, 2026)},
author={Guest, Olivia and Suarez, Marcela and Müller, Barbara and van Meerkerk, Edwin and Oude Groote Beverborg, Arnoud and de Haan, Ronald and Reyes Elizondo, Andrea and Blokpoel, Mark and Scharfenberg, Natalia and Kleinherenbrink, Annelies and et al.} }

@book{
  benderAIConHow2025,
  title={The AI Con: How to Fight Big Tech’s Hype and Create the Future We Want},
  ISBN={978-0-06-341855-4},
  publisher={The Bodley Head},
  author={Bender, Emily M. and Hanna, Alex},
year={2025} }

@misc{westModernDayOraclesBullshit,
	type = {Online course},
	title = {Modern-{Day} {Oracles} or {Bullshit} {Machines}: {How} to thrive in a {ChatGPT} world},
	shorttitle = {Modern-{Day} {Oracles} or {Bullshit} {Machines}},
	url = {https://thebullshitmachines.com/},
	abstract = {A free online humanities course about how to learn and work and thrive in an AI world.},
	language = {en},
	urldate = {2026-02-25},
	author = {Bergstrom, Carl T. and West, Jevin D.}}

@misc{
  Byte2026,
  title={Byte},
  url={https://en.wikipedia.org/w/index.php?title=Byte},
  note={Page Version ID: 1330712059},
  journal={Wikipedia},
  year={2026},
month={Jan},
author={Wikipedia community}}

@article{
  vaswaniAttentionAllYou2017,
  address={Long Beach, CA, USA},
  title={Attention Is All You Need},
  url={http://arxiv.org/abs/1706.03762},
  DOI={10.48550/arXiv.1706.03762},
  author={Vaswani, Ashish and Shazeer, Noam and Parmar, Niki and Uszkoreit, Jakob and Jones, Llion and Gomez, Aidan N. and Kaiser, Lukasz and Polosukhin, Illia},
year={2017} }

@article{
  samuelsonGenerativeAIMeets2023,
  title={Generative AI meets copyright},
  volume={381},
  url={https://www.science.org/doi/10.1126/science.adi0656},
  DOI={10.1126/science.adi0656},
  number={6654},
  journal={Science},
  author={Samuelson, Pamela},
  year={2023},
  month={Jul},
pages={158–161} }

@article{
  lucchiChatGPTCaseStudy2024,
  title={ChatGPT: A Case Study on Copyright Challenges for Generative Artificial Intelligence Systems},
  volume={15},
  ISSN={1867-299X, 2190-8249},
  url={https://www.cambridge.org/core/journals/european-journal-of-risk-regulation/article/chatgpt-a-case-study-on-copyright-challenges-for-generative-artificial-intelligence-systems/CEDCE34DED599CC4EB201289BB161965},
  DOI={10.1017/err.2023.59},
  number={3},
  journal={European Journal of Risk Regulation},
  author={Lucchi, Nicola},
  year={2024},
  month={Sep},
pages={602–624} }

@misc{
  perrigoExclusive$2Hour2023,
  title={OpenAI Used Kenyan Workers on Less Than $2 Per Hour to Make ChatGPT Less Toxic},
  url={https://web.archive.org/web/20260103132216/https://time.com/6247678/openai-chatgpt-kenya-workers/},
  journal={TIME},
  author={Perrigo, Billy},
  year={2023},
month={Jan} }

@article{budzyn2025,
	title = {Endoscopist deskilling risk after exposure to artificial intelligence in colonoscopy: a multicentre, observational study},
	author = {{Budzy{\'{n}}}, Krzysztof and {Roma{\'{n}}czyk}, Marcin and Kitala, Diana and {Ko{\l}odziej}, {Pawe{\l}} and Bugajski, Marek and Adami, Hans O and Blom, Johannes and Buszkiewicz, Marek and Halvorsen, Natalie and Hassan, Cesare and {Roma{\'{n}}czyk}, Tomasz and Holme, {Øyvind} and Jarus, Krzysztof and Fielding, Shona and Kunar, Melina and Pellise, Maria and Pilonis, Nastazja and {Kami{\'{n}}ski}, {Micha{\l} Filip} and Kalager, Mette and Bretthauer, Michael and Mori, Yuichi},
	year = {2025},
	month = {10},
	date = {2025-10},
	journal = {The Lancet Gastroenterology & Hepatology},
	pages = {896--903},
	volume = {10},
	number = {10},
	doi = {10.1016/s2468-1253(25)00133-5},
	url = {http://dx.doi.org/10.1016/S2468-1253(25)00133-5},
	langid = {en}
}

@article{natali2025,
	title = {AI-induced Deskilling in Medicine: A Mixed-Method Review and Research Agenda for Healthcare and Beyond},
	author = {Natali, Chiara and Marconi, Luca and Dias Duran, Leslye Denisse and Cabitza, Federico},
	year = {2025},
	month = {08},
	date = {2025-08-27},
	journal = {Artificial Intelligence Review},
	volume = {58},
	number = {11},
	doi = {10.1007/s10462-025-11352-1},
	url = {http://dx.doi.org/10.1007/s10462-025-11352-1},
	langid = {en}
}

@article{ferdman2025,
	title = {AI deskilling is a structural problem},
	author = {Ferdman, Avigail},
	year = {2025},
	month = {11},
	date = {2025-11-05},
	journal = {AI & SOCIETY},
	doi = {10.1007/s00146-025-02686-z},
	url = {http://dx.doi.org/10.1007/s00146-025-02686-z},
	langid = {en}
}

@article{
  quattrociocchiEpistemologicalFaultLines2025,
  title={Epistemological Fault Lines Between Human and Artificial Intelligence},
  year = {2025},
  url={http://arxiv.org/abs/2512.19466},
  DOI={10.48550/arXiv.2512.19466},
author={Quattrociocchi, Walter and Capraro, Valerio and Perc, Matjaž} }



@misc{
  pooleyMatthewEffectAI2025,
  title={The {M}atthew {E}ffect in AI Summary},
  url={https://www.jeffpooley.com/2025/11/the-matthew-effect-in-ai-summary/},
  author={Pooley, Jeff},
  year={2025},
  note={(12 March, 2026)},
month={Nov} }

@article{tamkin2026,
	title = {How AI Impacts Skill Formation},
	author = {Tamkin, Alex and Shen, Judy Hanwen},
	year = {2026},
	date = {2026},
	doi = {10.48550/arXiv.2601.20245},
	url = {http://arxiv.org/abs/2601.20245}
}

@misc{
  rooijAutomatedPlagiarism2022,
  title={Against automated plagiarism},
  url={https://irisvanrooijcogsci.com/2022/12/29/against-automated-plagiarism/},
  author={Rooij, Iris Van},
  year={2022},
  note={(12 March, 2026)},
month={Dec} }

@misc{
  stetskovGreatSoftwareQuality2025,
  title={The Great Software Quality Collapse: How We Normalized Catastrophe},
  url={https://techtrenches.dev/p/the-great-software-quality-collapse},
  journal={From the Trenches},
  author={Stetskov, Denis},
  year={2025},
  note={(12 March, 2026)},
month={Sep} }

@misc{
  heissDataVisualizationCan2024,
  title={Data Visualization with {R}: Can we use ChatGPT?},
  url={https://datavizs24.classes.andrewheiss.com/news/2024-06-11_faqs_session-01.html#can-we-use-chatgpt-can-you-even-tell-if-we-do},
  journal={Data Visualization with R},
  author={Heiss, Andrew},
  note={(12 March, 2026)},
  year={2024},
month={Jun} }

@misc{
  notopoulosGoogleAISaid2024,
  title={Google AI said to put glue in pizza — so I made a pizza with glue and ate it},
  url={https://www.businessinsider.com/google-ai-glue-pizza-i-tried-it-2024-5},
  journal={Business Insider},
  author={Notopoulos, Katie},
  year={2024},
  note={(12 March, 2026)},
month={May} }

@book{
  chowEpisode4Mine,
  title={Episode 4 : Mine Çetinkaya-Rundel: Teaching in the AI era — and keeping students engaged},
  url={https://posit.co/thetestset/episode/mine-cetinkaya-rundel-teaching-in-the-ai-era-and-keeping-students-engaged/},
  year={2025},
  publisher={{the test set}},
author={Chow, Michael and Wickham, Hadley and Mckinney, Wes} }

@misc{
  jj2025,
  title={The Copilot Delusion},
  url={https://deplet.ing/the-copilot-delusion/},
  journal={Blogmobly},
  author={Jj},
  year={2025},
month={May} }

@book{
  mühlhoff2025,
  address={Bristol},
  title={The ethics of AI: power, critique, responsibility},
  ISBN={978-1-5292-4924-8 978-1-5292-4925-5},
  publisher={Bristol University Press},
  author={Mühlhoff, Rainer},
  doi={10.56687/9781529249262},
year={2025} }

@misc{
  AIVsHuman,
  title={AI vs human code gen report: AI code creates 1.7x more issues},
  url={https://www.coderabbit.ai/blog/state-of-ai-vs-human-code-generation-report},
  journal={CodeRabbit},
  author={Loker, David},
  year={2025},
  note={(12 March, 2026)},
month={Dec} }

@misc{
  arregoitiaLargeLanguageModel2026,
  title={Large Language {M}odel tools for {R}},
  url={https://luisdva.github.io/llmsr-book/},
  author={Arregoitia, Luis D. Verde},
  year={2026},
  note={(10 March, 2026.)},
month={Feb} }

@article{
  luccioniMisinformationOmissionNeed2025,
  title={Misinformation by Omission: The Need for More Environmental Transparency in AI},
  url={http://arxiv.org/abs/2506.15572},
  DOI={10.48550/arXiv.2506.15572},
  year={2025},
author={Luccioni, Sasha and Gamazaychikov, Boris and Costa, Theo Alves da and Strubell, Emma} }

@article{
  schonExpertAssessmentSystemic2025,
  title={Expert Assessment: The Systemic Environmental Risks of Artficial Intelligence},
  url={https://dl.gi.de/handle/20.500.12116/47924},
  DOI={10.18420/studie_senvrai},
  publisher={Gesellschaft für Informatik e.V.},
  author={Schön, Julian and Hoffmann, Lena and Becker, Nikolas},
year={2025} }

@inproceedings{
  liesenfeldOpeningChatGPTTracking2023,
  address={Eindhoven Netherlands},
  title={Opening up ChatGPT: Tracking openness, transparency, and accountability in instruction-tuned text generators},
  ISBN={9798400700149},
  url={https://dl.acm.org/doi/10.1145/3571884.3604316},
  DOI={10.1145/3571884.3604316},
  booktitle={Proceedings of the 5th International Conference on Conversational User Interfaces},
  author={Liesenfeld, Andreas and Lopez, Alianda and Dingemanse, Mark},
  year={2023},
  month={Jul},
pages={1–6} }

@InProceedings{
    EvertBaronizipfR,
    author = {Stefan Evert and Marco Baroni},
    title = {\emph{zipfR}: Word Frequency Distributions in {R}},
    booktitle = {Proceedings of the 45th Annual Meeting of the Association for Computational Linguistics, Posters and Demonstrations Sessions},
    address = {Prague, Czech Republic},
    year = {2007},
    pages = {29--32},
    note = {(R package version 0.6-70 of 2020-10-10)},
  }
@article{
  tullyLowerArtificialIntelligence2025,
  title={Lower Artificial Intelligence Literacy Predicts Greater AI Receptivity},
  volume={89},
  ISSN={0022-2429},
  url={https://doi.org/10.1177/00222429251314491},
  DOI={10.1177/00222429251314491},
  number={5},
  journal={Journal of Marketing},
  author={Tully, Stephanie M. and Longoni, Chiara and Appel, Gil},
  year={2025},
  month={Sep},
pages={1–20} }


@misc{
  CharacterEncodingsBeginners,
  title={Character encodings for beginners},
  url={https://www.w3.org/International/questions/qa-what-is-encoding},
  journal={W3C},
  author={Ishida, Richard},
year={2015} }

@book{
  klieglLinearMixedModels,
  title={Linear Mixed Models in Linguistics and Psychology: A Comprehensive Introduction},
  url={https://vasishth.github.io/Freq_CogSci/},
  publisher={Open Educational Resource},
  author={Vasishth, Shravan and Schad, Daniel and Bürki, Audrey and Kliegl, Reinhold},
year={2022} }

@article{
  teraiEffectsLearningDirection2021,
  title={Effects of Learning Direction in Retrieval Practice on {EFL} Vocabulary Learning},
  volume={43},
  DOI={10.1017/S0272263121000346},
  number={5},
  journal={Studies in Second Language Acquisition},
  author={Terai, Masato and Yamashita, Junko and Pasich, Kelly E.},
  year={2021},
  month={Dec},
pages={1116–1137} }

@Manual{
    forcats2025,
    title = {{forcats}: Tools for Working with Categorical Variables (Factors)},
    author = {Hadley Wickham},
    year = {2025},
    note = {R package version 1.0.1},
    url = {https://CRAN.R-project.org/package=forcats},
    doi = {10.32614/CRAN.package.forcats},
  }

@Manual{
    ggthemes2025,
    title = {{ggthemes}: Extra Themes, Scales and Geoms for 'ggplot2'},
    author = {Jeffrey B. Arnold},
    year = {2025},
    note = {R package version 5.2.0},
    url = {https://CRAN.R-project.org/package=ggthemes},
    doi = {10.32614/CRAN.package.ggthemes},
  }
  
@Manual{
    ggworcloud2024,
    title = {{ggwordcloud}: A Word Cloud Geom for 'ggplot2'},
    author = {Erwan {Le Pennec} and Kamil Slowikowski},
    year = {2024},
    note = {R package version 0.6.2},
    url = {https://CRAN.R-project.org/package=ggwordcloud},
    doi = {10.32614/CRAN.package.ggwordcloud},
  }
  
@article{douglas2023,
	title = {Data quality in online human-subjects research: Comparisons between {MTurk}, {Prolific}, {CloudResearch}, {Qualtrics}, and {SONA}},
	author = {Douglas, Benjamin D. and Ewell, Patrick J. and Brauer, Markus},
	editor = {Hallam, Jeffrey S.},
	year = {2023},
	month = {03},
	date = {2023-03-14},
	journal = {PLOS ONE},
	pages = {e0279720},
	volume = {18},
	number = {3},
	doi = {10.1371/journal.pone.0279720},
	url = {http://dx.doi.org/10.1371/journal.pone.0279720},
	langid = {en}
}

@article{novielli2025,
	title = {Convenience sampling methods in psychology: A comparison between crowdsourced and student samples},
	author = {Novielli, Julia and Kane, Leanne and Ashbaugh, Andrea R.},
	year = {2025},
	month = {07},
	date = {2025-07},
	journal = {Canadian Journal of Behavioural Science / Revue canadienne des sciences du comportement},
	pages = {229--238},
	volume = {57},
	number = {3},
	doi = {10.1037/cbs0000394},
	url = {http://dx.doi.org/10.1037/cbs0000394},
	langid = {en}
}

@book{
  woodAddressingQuestionableResearch2024,
  title={Addressing Questionable Research Practices in Applied Linguistics: A Practical Guide},
  publisher={Applied Linguistics Press},
  author={Wood, Margaret and Larsson, Tove and Plonsky, Luke and Sterling, Scott and Kytö, Merja and Yaw, Katherine},
year={2024} }

@inbook{
  plonskyTaxonomyQuestionableResearch2024,
  title={A taxonomy of questionable research practices in quantitative humanities},
  ISBN={978-90-272-4633-2},
  DOI={10.1075/rmal.7.01plo},
  booktitle={Ethical Issues in Applied Linguistics Scholarship},
  publisher={John Benjamins Publishing Company},
  author={Plonsky, Luke and Larsson, Tove and Sterling, Scott and Kytö, Merja and Yaw, Kate and Wood, Margaret},
  editor={De Costa, Peter I. and Rabie-Ahmed, Amr and Cinaglia, Carlo},
  year={2024},
  month={Nov},
pages={10–27} }

@article{
  isbellMisconductQuestionableResearch2022,
  title={Misconduct and Questionable Research Practices: The Ethics of Quantitative Data Handling and Reporting in Applied Linguistics},
  volume={106},
  ISSN={1540-4781},
  url={https://onlinelibrary.wiley.com/doi/abs/10.1111/modl.12760},
  DOI={10.1111/modl.12760},
  number={1},
  journal={The Modern Language Journal},
  author={Isbell, Daniel R. and Brown, Dan and Chen, Meishan and Derrick, Deirdre J. and Ghanem, Romy and Arvizu, María Nelly Gutiérrez and Schnur, Erin and Zhang, Meixiu and Plonsky, Luke},
  year={2022},
pages={172–195} }

@book{
  kabacoffModernDataVisualization2024,
  place={Boca Raton},
  edition={First edition},
  title={Modern data visualization with R},
  ISBN={978-1-032-28760-7 978-1-032-28949-6},
  url={https://rkabacoff.github.io/datavis/},
  publisher={CRC Press},
  author={Kabacoff, Robert},
year={2024} }

@misc{lefollQuartoReproducibleResearch2026,
	type = {Open {E}ducational {R}esource},
	title = {Quarto for reproducible research workflows and academic publishing: {A} step-by-step tutorial},
	url = {https://elenlefoll.quarto.pub/quarto4research/},
	doi = {10.5281/zenodo.18913131},
	language = {en},
	urldate = {2026-02-09},
	author = {Le Foll, Elen},
	month = jan,
	year = {2026},
}

@Manual{flextable2025,
    title = {flextable: Functions for Tabular Reporting},
    author = {David Gohel and Panagiotis Skintzos},
    year = {2025},
    note = {R package version 0.9.10},
    url = {https://CRAN.R-project.org/package=flextable},
    doi = {10.32614/CRAN.package.flextable},
  }
  
@InCollection{knitr2014,
    booktitle = {Implementing Reproducible Computational Research},
    editor = {Victoria Stodden and Friedrich Leisch and Roger D. Peng},
    title = {knitr: A Comprehensive Tool for Reproducible Research in {R}},
    author = {Yihui Xie},
    publisher = {Chapman and Hall/CRC},
    year = {2014},
    note = {ISBN 978-1466561595},
  }
  
@manual{martinschweinberger2026local,
  author       = {Martin Schweinberger},
  title        = {Local {Large} {Language} {Models} in {R} with {Ollama}},
  year         = {2026},
  note         = {https://ladal.edu.au/tutorials/ollama/ollama.html},
  organization = {The Language Technology and Data Analysis Laboratory (LADAL), The University of Queensland, Australia},
  edition      = {2026.03.27},
  doi      = {10.5281/zenodo.19332921},
}