{"id":"W2955082317","doi":"10.1007/978-3-030-00075-2_7","title":"A Multi-scale View of the Emergent Complexity of Life: A Free-Energy Proposal","year":2019,"lang":"en","type":"book-chapter","venue":"Springer proceedings in complexity","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Self-organization; Living systems; Multicellular organism; Corollary; Free energy principle; Maximization; Autopoiesis; Computer science; Ecology; Artificial intelligence; Mathematics; Biology; Mathematical optimization; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001056251,0.0006451606,0.001017803,0.001311936,0.001583067,0.003117263,0.002368631,0.003184136,0.007709693],"category_scores_gemma":[0.002097327,0.0004294702,0.001040573,0.0009283118,0.005532273,0.007823521,0.002633173,0.003197174,0.001045201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001033752,"about_ca_system_score_gemma":0.0005152166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000514871,"about_ca_topic_score_gemma":0.0004389715,"domain_scores_codex":[0.9996276,0.00008553838,0.00001286564,0.00007403916,0.0001434176,0.0000564615],"domain_scores_gemma":[0.9992011,0.0004249089,0.00004657532,0.0001496463,0.00007631766,0.0001014193],"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":[0.000002305222,0.000003558154,0.00001668476,0.00001350789,0.000002914007,0.00001463803,0.00003380057,0.001701851,0.0001286927,0.9958941,0.0007251915,0.001462783],"study_design_scores_gemma":[0.000001375124,0.000002317674,0.00002429815,0.000004043563,9.257985e-7,0.00001334897,0.00001023223,0.005109036,0.00002259508,0.9937013,0.001107443,0.000002969437],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05541156,0.01021365,0.5474719,0.03906003,0.001885459,0.00008623024,0.0003183358,0.0004471777,0.3451056],"genre_scores_gemma":[0.8792709,0.005890042,0.0742646,0.002450943,0.002642006,0.0003029582,0.0001727093,0.0003233136,0.03468259],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007709693,"threshold_uncertainty_score":0.02579147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08854448927899777,"score_gpt":0.2645862628784214,"score_spread":0.1760417735994236,"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."}}