{"id":"W4313559906","doi":"10.3390/dynamics3010001","title":"Non-Equilibrium ϕ4 Theory in a Hierarchy: Towards Manipulating Holograms in Quantum Brain Dynamics","year":2023,"lang":"en","type":"article","venue":"Dynamics","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Japan Society for the Promotion of Science; Ministry of Education, Culture, Sports, Science and Technology","keywords":"Hierarchy; Statistical physics; Quantum field theory; Computer science; Quantum; Degrees of freedom (physics and chemistry); Physics; Classical mechanics; Quantum mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00106227,0.000314591,0.0003615005,0.0007297742,0.0001018061,0.0001190625,0.0005019099,0.0002175986,0.00001474849],"category_scores_gemma":[0.001046938,0.0003196989,0.0001222261,0.002489352,0.0001665891,0.00031682,0.0003621449,0.0006726903,0.00008061873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004802014,"about_ca_system_score_gemma":0.00007187064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002472272,"about_ca_topic_score_gemma":0.001767662,"domain_scores_codex":[0.9971201,0.0002701812,0.0005585119,0.0008082386,0.0003815275,0.0008614799],"domain_scores_gemma":[0.9986138,0.0006072499,0.0001868511,0.0004619928,0.00002488527,0.0001052501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005269126,0.0006550071,0.1813525,0.0003576523,0.00001943601,0.003006104,0.001656228,0.07548792,0.08782526,0.5258986,0.0003042974,0.1229101],"study_design_scores_gemma":[0.0005564778,0.0001136135,0.0695852,0.0000556763,0.000003197769,0.00002874468,0.0002671098,0.9009517,0.000108859,0.02797928,0.00002909709,0.0003210341],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921796,0.00000486595,0.001442803,0.002291397,0.0009293258,0.0004774019,0.00006918838,0.00029891,0.002306495],"genre_scores_gemma":[0.9973388,0.00002542908,0.00008258168,0.0009127919,0.00005657499,0.00004792228,0.0001809377,0.00007563893,0.001279299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8254638,"threshold_uncertainty_score":0.9999255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03263563419453445,"score_gpt":0.2844407789286159,"score_spread":0.2518051447340814,"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."}}