Missing data approaches for longitudinal neuroimaging research: Examples from the Adolescent Brain and Cognitive Development (ABCD) Study Article Swipe
Lin Li
,
Mohammadreza Bayat
,
Timothy Hayes
,
Wesley K. Thompson
,
Arianna M. Gard
,
Anthony Steven Dick
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.1101/2024.06.12.598732
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.1101/2024.06.12.598732
This paper addresses the challenges of managing missing values within expansive longitudinal neu-roimaging datasets, using the specific example of data derived from the Adolescent Brain and Cog-nitive Development (ABCD ® ) study. The conventional listwise deletion method, while widely used, is not recommended due to the risk that substantial bias can potentially be introduced with this method. Unfortunately, recommended alternative practices can be challenging to implement with large data sets. In this paper, we advocate for the adoption of more sophisticated statistical method-ologies, including multiple imputation, propensity score weighting, and full information maximum likelihood (FIML). Through practical examples and code using (ABCD ® ) data, we illustrate some of the benefits and challenges of these methods, with a review of how these advanced methodolo-gies bolster the robustness of analyses and contribute to the integrity of research findings in the field of developmental cognitive neuroscience.
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- Type
- preprint
- Language
- en
- Landing Page
- https://doi.org/10.1101/2024.06.12.598732
- https://www.biorxiv.org/content/biorxiv/early/2024/06/13/2024.06.12.598732.full.pdf
- OA Status
- green
- Cited By
- 2
- References
- 64
- Related Works
- 10
- OpenAlex ID
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All OpenAlex metadata
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- Title
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Missing data approaches for longitudinal neuroimaging research: Examples from the Adolescent Brain and Cognitive Development (ABCD) StudyWork title
- Type
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preprintOpenAlex work type
- Language
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enPrimary language
- Publication year
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2024Year of publication
- Publication date
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2024-06-13Full publication date if available
- Authors
-
Lin Li, Mohammadreza Bayat, Timothy Hayes, Wesley K. Thompson, Arianna M. Gard, Anthony Steven DickList of authors in order
- Landing page
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https://doi.org/10.1101/2024.06.12.598732Publisher landing page
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https://www.biorxiv.org/content/biorxiv/early/2024/06/13/2024.06.12.598732.full.pdfDirect link to full text PDF
- Open access
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YesWhether a free full text is available
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greenOpen access status per OpenAlex
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https://www.biorxiv.org/content/biorxiv/early/2024/06/13/2024.06.12.598732.full.pdfDirect OA link when available
- Concepts
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Neuroimaging, Cognition, Brain development, Psychology, Longitudinal data, Cognitive psychology, Computer science, Developmental psychology, Neuroscience, Data miningTop concepts (fields/topics) attached by OpenAlex
- Cited by
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2Total citation count in OpenAlex
- Citations by year (recent)
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2025: 2Per-year citation counts (last 5 years)
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64Number of works referenced by this work
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10Other works algorithmically related by OpenAlex
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| corresponding_author_ids | https://openalex.org/A5081118408, https://openalex.org/A5000451235 |
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