{"id":"W4401101457","doi":"10.3389/fnsys.2024.1426986","title":"Unifying biophysical consciousness theories with MaxCon: maximizing configurations of brain connectivity","year":2024,"lang":"en","type":"article","venue":"Frontiers in Systems Neuroscience","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Consciousness; Functional connectivity; Cognitive science; Neuroscience; Computer science; Psychology; Cognitive psychology","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":[0.001417042,0.0005683982,0.0008870267,0.001744911,0.00114018,0.002397585,0.001338401,0.001080991,0.004068209],"category_scores_gemma":[0.004659601,0.0003340078,0.0008605546,0.0008572339,0.004109166,0.005875702,0.002875798,0.001560174,0.000414782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001227202,"about_ca_system_score_gemma":0.0005841024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005263755,"about_ca_topic_score_gemma":0.0005553719,"domain_scores_codex":[0.9993777,0.0002389548,0.00003581686,0.0001484408,0.0001212387,0.00007766832],"domain_scores_gemma":[0.9975291,0.001345975,0.0003038593,0.0004029839,0.0001962432,0.00022194],"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":[0.00001590676,0.000009471785,0.00047481,0.00003603145,0.00001195188,0.00005422984,0.0001269454,0.01071821,0.0006539993,0.9814169,0.0004451518,0.006036282],"study_design_scores_gemma":[0.000004395484,0.000015687,0.0004307877,0.00001259412,0.000005811575,0.00006586837,0.00005129091,0.04123944,0.0002681126,0.9568835,0.001012431,0.00001006272],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1068047,0.001579863,0.8318138,0.003022315,0.0001514846,0.00005845344,0.0001887784,0.0002646962,0.05611575],"genre_scores_gemma":[0.9300207,0.001001801,0.06472718,0.0003199168,0.0002199651,0.0002134966,0.0001272668,0.0001214101,0.003248243],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004068209,"threshold_uncertainty_score":0.01360947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02606631852599575,"score_gpt":0.2591973387913364,"score_spread":0.2331310202653406,"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."}}