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nwharbert8-ui/brain-connectivity-wj: v1.0.0: NeuroImage submission

Authors: nwharbert8-ui;

nwharbert8-ui/brain-connectivity-wj: v1.0.0: NeuroImage submission

Abstract

WJ Brain Connectivity Analysis — Initial Release Complete analysis pipeline for quantifying functional connectivity reorganization during propofol-induced unconsciousness using Weighted Jaccard similarity analysis. Included Main pipeline (brain_connectivity_wj_pipeline.py) — reproduces all primary results Subject-level network analysis (compute_subject_network_wj.py) Manuscript supplement generation Submission figure/table generation Full robustness battery (split-half, jackknife, Pearson sensitivity, length matching, threshold sensitivity, network permutation) Dataset OpenNeuro ds006623 (Michigan Human Anesthesia fMRI Dataset-1) Huang et al. (2025). Scientific Data 12, 185. Key Results Mean subject-level WJ = 0.499 (awake vs. unconscious), all 24 subjects significant Recovery fraction = 3.8% during early behavioral recovery All 8 canonical networks show significant similarity reduction (p < 0.001, FDR) Only default mode network shows significant early recovery

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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