{"id":"W4415099552","doi":"10.1007/s10072-025-08517-9","title":"Brain connectivity changes associated with acute sleep deprivation: a systematic review","year":2025,"lang":"en","type":"article","venue":"Neurological Sciences","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children’s Health Research Institute; Ontario Tech University; The King's University; London Health Sciences Centre; Western University","funders":"","keywords":"Delirium; Neurology; Functional connectivity; Neuroradiology; Sleep (system call); Neurosurgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002527785,0.001092939,0.006134151,0.00330213,0.0004373807,0.001743053,0.001220022,0.001442631,0.00324539],"category_scores_gemma":[0.01591804,0.0007318193,0.008756858,0.004849771,0.0005923047,0.001383689,0.001207493,0.0009937359,0.0002287098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001291156,"about_ca_system_score_gemma":0.00372506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01117693,"about_ca_topic_score_gemma":0.04869295,"domain_scores_codex":[0.9978471,0.0004443052,0.0009639847,0.0003912579,0.0002545087,0.00009879284],"domain_scores_gemma":[0.990416,0.006823844,0.001939631,0.0001712163,0.0005269998,0.0001222218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007989624,0.000040215,0.0104052,0.8548909,0.09909101,0.0001911534,0.0002152194,0.0001847736,0.0002713166,0.000133374,0.00154523,0.03223256],"study_design_scores_gemma":[0.001151676,0.000461732,0.06832711,0.3249676,0.5923476,0.0007218241,0.0005301157,0.0001694872,0.0002191396,0.000452421,0.01052782,0.0001234768],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005000017,0.9937655,0.0001203537,0.0001240149,0.00008561141,0.0001118299,0.0006396339,0.000004727142,0.0001482732],"genre_scores_gemma":[0.08213017,0.9153612,0.0006522507,0.0007138796,0.0001304011,0.0003109366,0.0005725826,0.000006612287,0.0001219217],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01117693,"threshold_uncertainty_score":0.02222371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02581005578445077,"score_gpt":0.3018521965285825,"score_spread":0.2760421407441317,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}