{"id":"W4402905889","doi":"10.1167/jov.24.10.1251","title":"Brain Responses to Symmetries in Naturalistic Novel Three-Dimensional Objects","year":2024,"lang":"en","type":"article","venue":"Journal of Vision","topic":"Robotics and Automated Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Homogeneous space; Computer science; Neuroscience; Psychology; Mathematics; Geometry","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":[0.0004818738,0.00008880314,0.0001748098,0.0005291974,0.0000186536,0.00009449247,0.00008881825,0.00005805164,0.00001246525],"category_scores_gemma":[0.0003023789,0.00006626058,0.00005969761,0.0004404538,0.000006974316,0.0001382705,0.00002002939,0.000225408,0.00003263802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008902173,"about_ca_system_score_gemma":0.00003820744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000725482,"about_ca_topic_score_gemma":0.00001371359,"domain_scores_codex":[0.9991642,0.00001648912,0.0003552957,0.00007018349,0.0002670043,0.000126864],"domain_scores_gemma":[0.9994534,0.0003124378,0.00002964068,0.00006786545,0.00006998735,0.00006669803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001819261,0.00007822208,0.0003828376,0.0004241919,0.0001176915,0.001130947,0.0007641808,0.4475869,0.4838986,0.001106926,0.05603433,0.008293272],"study_design_scores_gemma":[0.0009609456,0.0007475571,0.1001597,0.007077869,0.0000312056,0.001032939,0.0001181954,0.8675093,0.005574259,0.0007386641,0.01557923,0.0004701627],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887062,0.004236795,0.003024889,0.001356938,0.002353794,0.00007841117,0.00000717073,0.0000704272,0.0001653527],"genre_scores_gemma":[0.9978592,0.00001022709,0.001790151,0.00008742217,0.0001382516,4.724801e-7,6.398642e-7,0.00001894588,0.00009466173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4783244,"threshold_uncertainty_score":0.2702028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444602428590161,"score_gpt":0.2797442926223892,"score_spread":0.2652982683364876,"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."}}