{"id":"W3002730463","doi":"10.1038/s41598-020-57695-3","title":"Consciousness &amp; Brain Functional Complexity in Propofol Anaesthesia","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"NIHR Cambridge Biomedical Research Centre; Gates Cambridge Trust; Royal College of Anaesthetists; Cambridge University Hospitals; Wellcome Trust; Cambridge Trust; Canada Excellence Research Chairs, Government of Canada; National Institute for Health and Care Research; National Science Foundation; Wellcome; University of Cambridge; Canadian Institute for Advanced Research; L'Oreal USA","keywords":"Propofol; Sedation; Consciousness; Construct (python library); Variance (accounting); Psychology; Computer science; Principal component analysis; Neuroscience; Cognitive psychology; Artificial intelligence; Medicine; Anesthesia","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":[0.0003301285,0.0002619697,0.0001694872,0.0007777324,0.000205994,0.0007551016,0.0001530366,0.0002088512,0.001748237],"category_scores_gemma":[0.003396807,0.00007827052,0.0001560035,0.0007128674,0.00062643,0.0006364642,0.0005992128,0.000439996,0.0001123213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002287257,"about_ca_system_score_gemma":0.0001855984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008919393,"about_ca_topic_score_gemma":0.0008906,"domain_scores_codex":[0.9998266,0.00004528724,0.00001139179,0.00003412695,0.00006332541,0.00001928334],"domain_scores_gemma":[0.9990332,0.000363691,0.0003715268,0.00006561085,0.00007607,0.00008977113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001806397,0.0004081195,0.4799781,0.0007361551,0.0006894643,0.001536893,0.003087929,0.0185516,0.1296427,0.02101317,0.002818058,0.3397313],"study_design_scores_gemma":[0.000007022756,0.0001508137,0.9783539,0.00002315812,0.000024314,0.0006052663,0.0002144638,0.007582436,0.002278951,0.009917293,0.0008213512,0.00002099229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857568,0.0005414588,0.007899538,0.0002441258,0.00001337108,0.00002818898,0.0003504927,0.00003731013,0.005128654],"genre_scores_gemma":[0.9977902,0.0001204979,0.001651056,0.00002402336,0.000009236321,0.00001844512,0.0001370187,0.00000809795,0.0002412973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001748237,"threshold_uncertainty_score":0.005848408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1316975246051801,"score_gpt":0.2912841174588095,"score_spread":0.1595865928536294,"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."}}