{"id":"W3137983215","doi":"10.3390/e23030362","title":"Mechanism Integrated Information","year":2021,"lang":"en","type":"article","venue":"Entropy","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Templeton World Charity Foundation; Tiny Blue Dot Foundation","keywords":"Consciousness; Mechanism (biology); Integrated information theory; Measure (data warehouse); Computer science; Order (exchange); Physical system; Theoretical computer science; Mathematics; Artificial intelligence; Epistemology; Philosophy; Data mining; Physics","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":[0.002321351,0.0006429526,0.0009205004,0.001810372,0.0009838509,0.005015057,0.001948333,0.001948616,0.008768223],"category_scores_gemma":[0.005214629,0.0004684067,0.001360024,0.0007788237,0.004902239,0.009057002,0.003843363,0.002123324,0.001287437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00153069,"about_ca_system_score_gemma":0.001642712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005581617,"about_ca_topic_score_gemma":0.0003487851,"domain_scores_codex":[0.9980536,0.0003839633,0.0001669298,0.0005183421,0.000668952,0.0002081716],"domain_scores_gemma":[0.9973391,0.0006996875,0.000319142,0.0009397297,0.0005126685,0.0001897351],"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":[0.000010466,0.000005125207,0.0001095808,0.00003715536,0.00001416515,0.0000251276,0.00005539216,0.000743792,0.0006768765,0.9930649,0.0004585937,0.00479894],"study_design_scores_gemma":[0.00001249413,0.00002962187,0.0002407104,0.00004021255,0.00002082582,0.0001665156,0.00003548995,0.008606883,0.001090587,0.9794327,0.01030248,0.00002145725],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02932703,0.002735599,0.8247145,0.004298822,0.0007106611,0.0001613202,0.0006232298,0.0007725314,0.1366563],"genre_scores_gemma":[0.8269188,0.001661116,0.1528142,0.001177216,0.0004680303,0.0003459508,0.0005245946,0.0002031224,0.01588699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008768223,"threshold_uncertainty_score":0.02933264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0136451344126789,"score_gpt":0.2214800393937701,"score_spread":0.2078349049810912,"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."}}