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June 12, 2026Communications BiologyOpen Access

A view-engage-predict framework for enhancing brain-behavior mapping with naturalistic movie-watching fMRI

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Authors

YZYunrui ZhangWenzhou Medical UniversityEFEmily S. FinnBroad InstituteMSMert R. SabuncuCornell University

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Implication

Randomized trial reveals improved prediction of cognitive scores using movie-watching fMRI, suggesting new neuroimaging design principles.

Key Points

  • This study aims to enhance brain-behavior mapping by predicting cognitive scores and sex using functional connectivity during naturalistic movie-watching.
  • Developed a deep neural network framework for analyzing movie-watching fMRI data.
  • Compared functional connectivity from movie-watching to resting-state assessments.
  • Utilized static and sliding-window dynamic FC approaches to assess inter-subject synchrony.
  • Movie-watching FC outperformed resting-state FC in predicting cognitive scores.
  • Higher prediction accuracy correlated with increased inter-subject synchrony (p<0.05).
  • No significant association found for sex prediction based on movie FC.

Cite This Study

Zhang et al. (2026) studied this question.

synapsesocial.com/papers/6a2ba1ca8101cf8926f01079https://doi.org/10.1038/s42003-026-10411-9
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1View, engage, predict: enhancing brain-behavior mapping with naturalistic movie-watching fMRI2025
  2. 2Predicting whole‐brain neural dynamics from prefrontal cortex fNIRS signals during movie‐watching2024
  3. 3Inter‐ and intra‐subject similarity in network functional connectivity across a full narrative movie2024 · 6 citations
  4. 4fMRI-based prediction of eye gaze during naturalistic movie viewing reveals eye-movement-related brain activity2026
  5. 5Network-wise analysis of movie-specific information in dynamic functional connectivity using COBE2024 · 2 citations