{"id":"W2996240002","doi":"10.3390/e21121234","title":"Mathematics and the Brain: A Category Theoretical Approach to Go Beyond the Neural Correlates of Consciousness","year":2019,"lang":"en","type":"article","venue":"Entropy","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Core Research for Evolutional Science and Technology; Horizon 2020 Framework Programme; Templeton World Charity Foundation; Japan Society for the Promotion of Science; Canadian Institutes of Health Research; European Commission","keywords":"Consciousness; Neural correlates of consciousness; Functor; Cognitive science; Electromagnetic theories of consciousness; Artificial consciousness; Integrated information theory; Natural (archaeology); Epistemology; Computer science; Artificial intelligence; Psychology; Mathematics; Philosophy; Pure mathematics; Neuroscience; Cognition; History","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":[0.001478764,0.0005218437,0.0007638794,0.002889699,0.0007730935,0.003095009,0.001014258,0.001421783,0.002262201],"category_scores_gemma":[0.002043935,0.0001918179,0.0008143364,0.001512962,0.01015344,0.008496347,0.002017371,0.002545147,0.0003574363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001573493,"about_ca_system_score_gemma":0.001256724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008176616,"about_ca_topic_score_gemma":0.0006718756,"domain_scores_codex":[0.9993244,0.0002920709,0.00004441195,0.00009683437,0.0001940545,0.00004817448],"domain_scores_gemma":[0.9987533,0.000783344,0.0001029096,0.0001387993,0.0001643524,0.0000573951],"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":[0.00000340532,0.000002082746,0.00008988364,0.000070832,0.000009350873,0.00002062009,0.0001406465,0.0004051555,0.0002535274,0.9931421,0.0004021953,0.005460228],"study_design_scores_gemma":[0.000001320623,0.000008461842,0.0001531011,0.0000286793,0.000003604431,0.00006802676,0.00005032476,0.0008585749,0.0001164949,0.9881051,0.01059996,0.000006361528],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02999957,0.1368198,0.6953877,0.02905642,0.001640879,0.00005795012,0.0002214655,0.0003028021,0.1065134],"genre_scores_gemma":[0.7812523,0.05889733,0.14124,0.003765544,0.003241295,0.0002578362,0.0001683838,0.0001405258,0.01103676],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003095009,"threshold_uncertainty_score":0.01141649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00936053297203913,"score_gpt":0.2188709396463488,"score_spread":0.2095104066743097,"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."}}