{"id":"W4415220927","doi":"10.1016/j.isci.2025.113755","title":"Mapping content and dynamics in the stream of consciousness through latent brain state analysis","year":2025,"lang":"en","type":"article","venue":"iScience","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute on Aging; Arizona Alzheimer’s Consortium; Arizona Department of Health Services","keywords":"Default mode network; Novelty; Consciousness; Novelty detection; Control (management); State (computer science); Dynamics (music); Mind-wandering; Brain mapping; Network dynamics","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":[0.0003722743,0.0002113815,0.0001490967,0.0006286342,0.0001936453,0.001120471,0.0002074821,0.0001806877,0.002417278],"category_scores_gemma":[0.002774006,0.0001280046,0.0002087821,0.0004571695,0.0004500689,0.00143845,0.000673861,0.000524874,0.0001753995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002755317,"about_ca_system_score_gemma":0.0003292396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007716274,"about_ca_topic_score_gemma":0.001611572,"domain_scores_codex":[0.9998785,0.00003262423,0.000007631549,0.00004102874,0.0000201736,0.00002002806],"domain_scores_gemma":[0.9995458,0.0002282162,0.00009100219,0.00006241076,0.00003484618,0.00003782099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001410914,0.0003280253,0.09405378,0.0003928267,0.0003407129,0.0004605723,0.002353375,0.01900377,0.4819819,0.07701442,0.001787845,0.3208719],"study_design_scores_gemma":[0.00007013897,0.0004051807,0.3874115,0.0001146865,0.0002071277,0.000735857,0.001178264,0.3459403,0.06461044,0.1959619,0.003251612,0.0001131425],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.767107,0.0003248492,0.2267767,0.0003274522,0.00002801568,0.00006760003,0.0007452518,0.0002255788,0.004397684],"genre_scores_gemma":[0.9889519,0.00008121515,0.0103119,0.00001513611,0.000008722612,0.00001891298,0.0001520156,0.00001830247,0.0004420245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002417278,"threshold_uncertainty_score":0.008086562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04910106875458266,"score_gpt":0.2864552941785657,"score_spread":0.237354225423983,"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."}}