{"id":"W4388765269","doi":"10.3233/jad-230544","title":"Assessment and Comparison of Nonlinear Measures in Resting-State Magnetoencephalograms in Alzheimer’s Disease and Mild Cognitive Impairment","year":2023,"lang":"en","type":"article","venue":"Journal of Alzheimer s Disease","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Dementia Research Alliance; University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Alzheimer's disease; Cognitive impairment; Audiology; Correlation; Correlation dimension; Resting state fMRI; Internal medicine; Psychology; Cardiology; Mathematics; Medicine; Fractal dimension; Disease; Fractal; Neuroscience","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":[0.0009563755,0.0003233369,0.0002177434,0.0006845992,0.000123072,0.0003292761,0.000156445,0.0002886265,0.0003199631],"category_scores_gemma":[0.002994265,0.00007575024,0.0001960431,0.0002392394,0.0003047269,0.0002840975,0.000256096,0.0001949473,0.00004720474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001881573,"about_ca_system_score_gemma":0.0001140263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009760081,"about_ca_topic_score_gemma":0.001754878,"domain_scores_codex":[0.9998068,0.00007625541,0.0000240082,0.00003878122,0.00003963726,0.00001451573],"domain_scores_gemma":[0.9987041,0.0007160052,0.0002867838,0.00006277565,0.0001299931,0.0001003451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00473116,0.0002205963,0.9377249,0.0001540877,0.0005459322,0.0001577235,0.0003843586,0.001167699,0.01925745,0.0000809186,0.0001340151,0.03544114],"study_design_scores_gemma":[0.00001741647,0.0004994728,0.9964449,0.000005163311,0.00005207672,0.0001405685,0.00008698492,0.001397861,0.001212741,0.0000862189,0.00004934721,0.000007349169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992985,0.0001827753,0.0003224848,0.00001018178,0.000002093611,0.000005872193,0.00004054639,0.000002896317,0.0001347267],"genre_scores_gemma":[0.999358,0.0000569601,0.0004654014,0.000005560776,0.000004951671,0.000006589392,0.00006988828,8.386089e-7,0.00003183067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009760081,"threshold_uncertainty_score":0.005057812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09953274390802695,"score_gpt":0.3655422441905146,"score_spread":0.2660095002824877,"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."}}