An expert guide to planning experimental tasks for evidence-accumulation modeling
Evidence-accumulation models (EAMs) are powerful tools for making sense of human and animal decision-making behavior. EAMs have generated significant theoretical advances in psychology, behavioral economics, and cognitive neuroscience and are increasingly used as a measurement tool in clinical resea...
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| Hauptverfasser: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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| Dokumenttyp: | Article (Journal) |
| Sprache: | Englisch |
| Veröffentlicht: |
April-June 2025
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| In: |
Advances in methods and practices in psychological science
Year: 2025, Jahrgang: 8, Heft: 2, Pages: 1-41 |
| ISSN: | 2515-2467 |
| DOI: | 10.1177/25152459251336127 |
| Online-Zugang: | Verlag, kostenfrei, Volltext: https://doi.org/10.1177/25152459251336127
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| Verfasserangaben: | Russell J. Boag, Reilly J. Innes, Niek Stevenson, Giwon Bahg, Jerome R. Busemeyer, Gregory E. Cox, Chris Donkin, Michael J. Frank, Guy E. Hawkins, Andrew Heathcote, Craig Hedge, Veronika Lerche, Simon D. Lilburn, Gordon D. Logan, Dora Matzke, Steven Miletić, Adam F. Osth, Thomas J. Palmeri, Per B. Sederberg, Henrik Singmann, Philip L. Smith, Tom Stafford, Mark Steyvers, Luke Strickland, Jennifer S. Trueblood, Konstantinos Tsetsos, Brandon M. Turner, Marius Usher, Leendert van Maanen, Don van Ravenzwaaij, Joachim Vandekerckhove, Andreas Voss, Emily R. Weichart, Gabriel Weindel, Corey N. White, Nathan J. Evans, Scott D. Brown, and Birte U. Forstmann |
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| 245 | 1 | 3 | |a An expert guide to planning experimental tasks for evidence-accumulation modeling |c Russell J. Boag, Reilly J. Innes, Niek Stevenson, Giwon Bahg, Jerome R. Busemeyer, Gregory E. Cox, Chris Donkin, Michael J. Frank, Guy E. Hawkins, Andrew Heathcote, Craig Hedge, Veronika Lerche, Simon D. Lilburn, Gordon D. Logan, Dora Matzke, Steven Miletić, Adam F. Osth, Thomas J. Palmeri, Per B. Sederberg, Henrik Singmann, Philip L. Smith, Tom Stafford, Mark Steyvers, Luke Strickland, Jennifer S. Trueblood, Konstantinos Tsetsos, Brandon M. Turner, Marius Usher, Leendert van Maanen, Don van Ravenzwaaij, Joachim Vandekerckhove, Andreas Voss, Emily R. Weichart, Gabriel Weindel, Corey N. White, Nathan J. Evans, Scott D. Brown, and Birte U. Forstmann |
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| 520 | |a Evidence-accumulation models (EAMs) are powerful tools for making sense of human and animal decision-making behavior. EAMs have generated significant theoretical advances in psychology, behavioral economics, and cognitive neuroscience and are increasingly used as a measurement tool in clinical research and other applied settings. Obtaining valid and reliable inferences from EAMs depends on knowing how to establish a close match between model assumptions and features of the task/data to which the model is applied. However, this knowledge is rarely articulated in the EAM literature, leaving beginners to rely on the private advice of mentors and colleagues and inefficient trial-and-error learning. In this article, we provide practical guidance for designing tasks appropriate for EAMs, relating experimental manipulations to EAM parameters, planning appropriate sample sizes, and preparing data and conducting an EAM analysis. Our advice is based on prior methodological studies and the our substantial collective experience with EAMs. By encouraging good task-design practices and warning of potential pitfalls, we hope to improve the quality and trustworthiness of future EAM research and applications. | ||
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| 700 | 1 | |a Stevenson, Niek |e VerfasserIn |4 aut | |
| 700 | 1 | |a Bahg, Giwon |e VerfasserIn |4 aut | |
| 700 | 1 | |a Busemeyer, Jerome R. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Cox, Gregory E. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Donkin, Chris |e VerfasserIn |4 aut | |
| 700 | 1 | |a Frank, Michael J. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Hawkins, Guy E. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Heathcote, Andrew |e VerfasserIn |4 aut | |
| 700 | 1 | |a Hedge, Craig |e VerfasserIn |4 aut | |
| 700 | 1 | |a Lerche, Veronika |e VerfasserIn |4 aut | |
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| 700 | 1 | |a Logan, Gordon D. |e VerfasserIn |4 aut | |
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| 700 | 1 | |a Miletić, Steven |e VerfasserIn |4 aut | |
| 700 | 1 | |a Osth, Adam F. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Palmeri, Thomas J. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Sederberg, Per B. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Singmann, Henrik |e VerfasserIn |4 aut | |
| 700 | 1 | |a Smith, Philip L. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Stafford, Tom |e VerfasserIn |4 aut | |
| 700 | 1 | |a Steyvers, Mark |e VerfasserIn |4 aut | |
| 700 | 1 | |a Strickland, Luke |e VerfasserIn |4 aut | |
| 700 | 1 | |a Trueblood, Jennifer S. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Tsetsos, Konstantinos |e VerfasserIn |4 aut | |
| 700 | 1 | |a Turner, Brandon M. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Usher, Marius |e VerfasserIn |4 aut | |
| 700 | 1 | |a van Maanen, Leendert |e VerfasserIn |4 aut | |
| 700 | 1 | |a van Ravenzwaaij, Don |e VerfasserIn |4 aut | |
| 700 | 1 | |a Vandekerckhove, Joachim |e VerfasserIn |4 aut | |
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