{"id":"W3020979085","doi":"10.3390/jcm9051342","title":"Consciousness and the Dimensionality of DOC Patients via the Generalized Ising Model","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Ministero della Salute","keywords":"Criticality; Ising model; Consciousness; Curse of dimensionality; Medicine; Artificial intelligence; Statistical physics; Neuroscience; Computer science; Psychology; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003529736,0.00024697,0.0003063216,0.0006350281,0.0002073373,0.0005529881,0.0001624696,0.0002575134,0.0005368259],"category_scores_gemma":[0.00245639,0.0001209226,0.0003576342,0.0002404032,0.0003917295,0.0003849789,0.0003729531,0.0003055091,0.00004543217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004139334,"about_ca_system_score_gemma":0.0003698713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003634859,"about_ca_topic_score_gemma":0.002260308,"domain_scores_codex":[0.9998792,0.00004662097,0.00000994679,0.00002079598,0.00002220071,0.00002131173],"domain_scores_gemma":[0.9993898,0.0003778742,0.00009194243,0.00005961257,0.00004213279,0.00003859573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001229391,0.0004357743,0.267454,0.0001849092,0.0004582879,0.001635199,0.001327447,0.6432946,0.01691321,0.02053455,0.001718169,0.04481439],"study_design_scores_gemma":[0.00002582685,0.0001095381,0.03849217,0.00001631796,0.00004932858,0.0003188331,0.0001219724,0.9455255,0.001421051,0.01362219,0.000260992,0.00003637039],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978628,0.00009801446,0.02025018,0.0001279424,0.000006494354,0.0000234019,0.0001358493,0.00005045631,0.0006797145],"genre_scores_gemma":[0.9979359,0.00004123101,0.001850321,0.000005818828,0.000002128633,0.00001156926,0.00005575598,0.000003582839,0.00009379477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003634859,"threshold_uncertainty_score":0.007227421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1482627572557672,"score_gpt":0.3902743540825967,"score_spread":0.2420115968268295,"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."}}