{"id":"W2908555537","doi":"10.1016/j.plrev.2018.10.002","title":"The hierarchically mechanistic mind: A free-energy formulation of the human psyche","year":2019,"lang":"en","type":"review","venue":"Physics of Life Reviews","topic":"Embodied and Extended Cognition","field":"Neuroscience","cited_by":225,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canada First Research Excellence Fund; Social Sciences and Humanities Research Council of Canada; Wellcome Trust; McGill University","keywords":"Neurocognitive; Cognitive science; Psyche; Embodied cognition; Mechanism (biology); Perception; Adaptation (eye); Situated; Action (physics); Psychology; Computer science; Free energy principle; Artificial intelligence; Cognitive psychology; Epistemology; Cognition; Neuroscience; Philosophy; Machine learning","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":[0.0005801335,0.0006138079,0.0006139682,0.001268395,0.0004880183,0.001660086,0.001235176,0.001853205,0.002316968],"category_scores_gemma":[0.0007551969,0.000187263,0.0004118978,0.0008539322,0.005906461,0.00312566,0.001361417,0.002124749,0.0008819347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001441209,"about_ca_system_score_gemma":0.001118182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001319249,"about_ca_topic_score_gemma":0.001045826,"domain_scores_codex":[0.9997661,0.00008792822,0.00001140727,0.00004154589,0.00007519523,0.0000177933],"domain_scores_gemma":[0.9998202,0.0001120006,0.00001344626,0.00001783813,0.00002496641,0.00001169566],"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":[0.00000973697,0.000007190398,0.00005610218,0.001053489,0.00001793527,0.00005625423,0.0002722707,0.001787547,0.0003575683,0.9091446,0.005368118,0.08186918],"study_design_scores_gemma":[0.000004121508,0.00002175818,0.0004792649,0.0006312804,0.00001373965,0.0003338263,0.0001302123,0.001092911,0.0001629102,0.742599,0.2545097,0.00002116021],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002527825,0.883307,0.04285347,0.01056653,0.001345858,0.00001919542,0.00006626252,0.00008232085,0.05923153],"genre_scores_gemma":[0.1313584,0.8317804,0.0171361,0.003232898,0.002941877,0.0001289931,0.0001323537,0.00005380491,0.01323504],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002316968,"threshold_uncertainty_score":0.01045674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1901719897323751,"score_gpt":0.3752061106383563,"score_spread":0.1850341209059813,"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."}}