A Two-Stage Bayesian Sequential Assessment of Exploratory Hypotheses Article Swipe
Angelika Marlene Stefan
,
Lukas Lengersdorff
,
Eric‐Jan Wagenmakers
·
YOU?
·
· 2022
· Open Access
·
· DOI: https://doi.org/10.1525/collabra.40350
YOU?
·
· 2022
· Open Access
·
· DOI: https://doi.org/10.1525/collabra.40350
Separating confirmatory and exploratory analyses is vital for ensuring the credibility of research results. Here, we present a two-stage Bayesian sequential procedure that combines a maximum of exploratory freedom in the first stage with a strictly confirmatory regimen in the second stage. It allows for flexible sampling schemes and a statistically coherent carry-over of information from the exploratory to the confirmatory stage. We believe that this procedure will facilitate preregistration as well as the formulation of precise hypotheses in the field of psychology and can be integrated elegantly into the registered report publishing framework. We demonstrate the methodology with a simulated application example from the field of social neuroscience.
Related Topics
Concepts
Credibility
Exploratory research
Bayesian probability
Confirmatory factor analysis
Field (mathematics)
Computer science
Stage (stratigraphy)
Psychology
Artificial intelligence
Machine learning
Structural equation modeling
Mathematics
Social science
Political science
Law
Pure mathematics
Sociology
Biology
Paleontology
Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1525/collabra.40350
- https://online.ucpress.edu/collabra/article-pdf/8/1/40350/763796/collabra_2022_8_1_40350.pdf
- OA Status
- gold
- Cited By
- 5
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4312474478
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4312474478Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1525/collabra.40350Digital Object Identifier
- Title
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A Two-Stage Bayesian Sequential Assessment of Exploratory HypothesesWork title
- Type
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articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2022Year of publication
- Publication date
-
2022-01-01Full publication date if available
- Authors
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Angelika Marlene Stefan, Lukas Lengersdorff, Eric‐Jan WagenmakersList of authors in order
- Landing page
-
https://doi.org/10.1525/collabra.40350Publisher landing page
- PDF URL
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https://online.ucpress.edu/collabra/article-pdf/8/1/40350/763796/collabra_2022_8_1_40350.pdfDirect link to full text PDF
- Open access
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YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
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https://online.ucpress.edu/collabra/article-pdf/8/1/40350/763796/collabra_2022_8_1_40350.pdfDirect OA link when available
- Concepts
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Credibility, Exploratory research, Bayesian probability, Confirmatory factor analysis, Field (mathematics), Computer science, Stage (stratigraphy), Psychology, Artificial intelligence, Machine learning, Structural equation modeling, Mathematics, Social science, Political science, Law, Pure mathematics, Sociology, Biology, PaleontologyTop concepts (fields/topics) attached by OpenAlex
- Cited by
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5Total citation count in OpenAlex
- Citations by year (recent)
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2025: 1, 2024: 2, 2023: 1, 2022: 1Per-year citation counts (last 5 years)
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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