{"id":"W2939055609","doi":"10.3389/fnins.2019.00368","title":"Commentary: A Neural Mechanism of Social Categorization","year":2019,"lang":"en","type":"letter","venue":"Frontiers in Neuroscience","topic":"Action Observation and Synchronization","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Fundamental Research Funds for the Central Universities; Shanghai Office of Philosophy and Social Science; Tongji University","keywords":"Mechanism (biology); Categorization; Cognitive science; Neuroscience; Computer science; Psychology; Cognitive psychology; Artificial intelligence; Epistemology; Philosophy","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":[0.000161373,0.0001858042,0.0003049883,0.0003710541,0.0000862517,0.00002921121,0.0004461489,0.0004016069,0.0001703303],"category_scores_gemma":[0.00004070391,0.000202713,0.0000672794,0.0006646498,0.0001456302,0.0001910003,0.0000522054,0.000705926,0.00001574297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001188166,"about_ca_system_score_gemma":0.00004398058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004610595,"about_ca_topic_score_gemma":0.000001731702,"domain_scores_codex":[0.9981734,0.0002663914,0.0003864323,0.0004928144,0.0003847484,0.0002962113],"domain_scores_gemma":[0.99924,0.00002978904,0.0003793079,0.0002750453,0.00005948396,0.00001631118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009230263,0.0000318752,0.003671348,0.00002837372,0.000003009559,0.00001884021,0.0005590414,0.0000258118,0.0001184746,0.0009445479,0.9942331,0.0003563522],"study_design_scores_gemma":[0.0005639498,0.0001028034,0.007359355,0.00001081104,0.00001696207,0.000006897436,0.000178888,0.01088285,0.00004724644,0.0005351122,0.9800128,0.0002822788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001672547,0.00003650917,0.1713886,0.7808281,0.04118917,0.0009006188,0.0001009297,0.00009457437,0.003789005],"genre_scores_gemma":[0.0502477,0.000008949191,0.0002756107,0.9417816,0.0008031004,0.00003293857,0.0003035739,0.00004462685,0.006501862],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1711129,"threshold_uncertainty_score":0.8266397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02929617147832905,"score_gpt":0.2842166555480252,"score_spread":0.2549204840696961,"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."}}