{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002504528,0.00004637601,0.00004340246,0.00002769461,0.00006015856,0.00005360158,0.00004317361,0.00002279199,0.0003147498],"category_scores_gemma":[0.0002670684,0.00003936649,0.00002572139,0.0001769752,0.000009055521,0.0002785086,0.00002488372,0.0000724528,0.000409114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002167774,"about_ca_system_score_gemma":0.00001715381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003721419,"about_ca_topic_score_gemma":0.000001151403,"domain_scores_codex":[0.9995791,0.00003513462,0.00008782581,0.00008985138,0.0001123562,0.00009570694],"domain_scores_gemma":[0.9997877,0.00002822672,0.00003033899,0.00009294567,0.00003249153,0.00002825397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000004745059,0.000008603002,0.000007273166,0.000001877814,5.478881e-7,0.000008544439,0.0000253202,0.00001016477,0.6405844,0.3562962,0.0005294571,0.00252281],"study_design_scores_gemma":[0.0001990101,0.00002725793,0.000103798,0.000004289825,0.000002307209,0.00002888828,0.0000379704,0.0129121,0.9128599,0.01070906,0.0630491,0.0000662899],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9262894,0.000007916953,0.05770306,0.002307084,0.002155771,0.0001382758,0.00002621642,0.0002116655,0.01116061],"genre_scores_gemma":[0.9958966,0.00001824051,0.0003354647,0.00258332,0.00003367657,0.000003801741,0.00002022147,0.000003525396,0.001105163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3455872,"threshold_uncertainty_score":0.5258469,"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."}}