ArticleHuman brain mapping2021
Individualized video recommendation modulates functional connectivity between large scale networks.
Article in Human brain mapping, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers, 1 of them a synthesis that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
10 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Obstructive sleep apnea and attention deficits: A systematic review of magnetic resonance imaging biomarkers and neuropsychological assessments.Brain and behavior · 2023Pooled it
- Engaging visual media shifts taste-related neural processing: An fMRI study on distracted eating.Neuroimage. Reports · 2026Article
- Inhibitory control deficits in problematic short-form video users: evidence from drift diffusion model.BMC psychology · 2026Article
- Fragmented learning from short videos modulates neural activity and connectivity during memory retrieval.NPJ science of learning · 2026Article
- Association between usage intensity of short video platforms and altered brain function: a resting-state functional magnetic resonance imaging study.Frontiers in human neuroscience · 2026Article
- Behavioral and eye-tracking investigation of event segmentation following short video watching.NPJ science of learning · 2025Article
- The impact of childhood trauma on short video addiction: psychological and morphological correlates.Scientific reports · 2025Article
- Aberrant dynamic functional network connectivity in type 2 diabetes mellitus individuals.Cognitive neurodynamics · 2023Article
- A Systematic Review of Structural and Functional MRI Studies Investigating Social Networking Site Use.Brain sciences · 2023Review
- Individualized video recommendation modulates functional connectivity between large scale networks.Human brain mapping · 2021Article
Corrections and comments
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
With the emergence of AI-powered recommender systems and their extensive use in the video streaming service, questions and concerns also arise. Why can recommended video content continuously capture users' attention? What is the impact of long-term exposure to personalized video content on one's behaviors and brain functions? To address these questions, we designed an fMRI experiment presenting participants with personally recommended videos and generally recommended ones. To examine how large-scale networks were modulated by personalized video content, graph theory analysis was applied to investigate the interaction between seven networks, including the ventral and dorsal attention networks (VAN, DAN), frontal-parietal network (FPN), salience network (SN), and three subnetworks of default mode network (dorsal medial prefrontal (dMPFC), Core, and medial temporal lobe (MTL)). Our results showed that viewing nonpersonalized video content mainly enhanced the connectivity in the DAN-FPN-Core pathway, whereas viewing personalized ones increased not only the connectivity in this pathway but also the DAN-VAN-dMPFC pathway. In addition, both personalized and nonpersonalized short videos decreased the couplings between SN and VAN as well as between two DMN subsystems, Core and MTL. Collectively, these findings uncovered distinct patterns of network interactions in response to short videos and provided insights into potential neural mechanisms by which human behaviors are biased by personally recommended content.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.