{"id":"W2909955913","doi":"10.1101/521567","title":"The emergence of integrated information, complexity, and consciousness at criticality","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Canada Excellence Research Chairs, Government of Canada","keywords":"Consciousness; Ising model; Statistical physics; Criticality; Phase transition; Computer science; Complex system; Theoretical physics; Artificial neural network; Theoretical computer science; Physics; Cognitive science; Mathematics; Artificial intelligence; Epistemology; Psychology; Quantum mechanics; Philosophy","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":[0.0004879104,0.0001239032,0.0003981863,0.0005523026,0.0003147358,0.001250203,0.0003983659,0.000394862,0.001208653],"category_scores_gemma":[0.004360991,0.0001394031,0.0002586396,0.0003177089,0.001655369,0.001472995,0.0010645,0.0008474744,0.00003619439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008475581,"about_ca_system_score_gemma":0.0004238306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001914721,"about_ca_topic_score_gemma":0.001079096,"domain_scores_codex":[0.9998183,0.00005519187,0.000007854336,0.0000317331,0.00004527149,0.00004168056],"domain_scores_gemma":[0.9979723,0.001055666,0.0002985735,0.0002258652,0.0001629379,0.0002845774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006771731,0.0003306152,0.06365319,0.000252362,0.0003029566,0.0009107165,0.002094724,0.4060355,0.07375327,0.4324769,0.001491837,0.01802069],"study_design_scores_gemma":[0.00003192696,0.0001602978,0.02908938,0.00002944525,0.00003885932,0.0002216299,0.0004602032,0.5898581,0.008865455,0.3707355,0.0004480114,0.00006111779],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916754,0.00006533921,0.006274443,0.000184899,0.000005840857,0.0000067081,0.00001966561,0.00003263325,0.001735063],"genre_scores_gemma":[0.9995975,0.000009796871,0.0003383742,0.000007169985,0.000001392272,0.000002055515,0.000005881451,0.000001956738,0.00003585057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001914721,"threshold_uncertainty_score":0.00614953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02723952452256171,"score_gpt":0.2416175814726068,"score_spread":0.2143780569500451,"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."}}