{"id":"W7130675315","doi":"10.1109/isriti68345.2025.11393416","title":"Development of AI and Human Based Artwork Classification System for Vision Transformer","year":2025,"lang":"","type":"article","venue":"","topic":"Aesthetic Perception and Analysis","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Generative grammar; Transformer; Machine vision; Human visual system model; Representation (politics); Deep learning","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":[0.0004243499,0.0001648919,0.0002898758,0.0002448356,0.0005314953,0.00006523036,0.0001354598,0.0001083483,0.0001302596],"category_scores_gemma":[0.00001560112,0.0001427589,0.0001280357,0.0004746251,0.0001555679,0.00009558716,0.000011462,0.00008054016,0.000008828233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008170922,"about_ca_system_score_gemma":0.0002253597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004806325,"about_ca_topic_score_gemma":0.00002259887,"domain_scores_codex":[0.9983461,0.00007377451,0.0007110257,0.0004545766,0.0002178928,0.0001966222],"domain_scores_gemma":[0.9994441,0.00003355754,0.000125578,0.0002196008,0.0001040272,0.00007310385],"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":[0.00007608031,0.000280076,0.0004023724,0.0007737935,0.000009747796,1.672587e-7,0.0006862388,0.00002722177,0.8713759,0.05218791,0.0003026633,0.07387779],"study_design_scores_gemma":[0.003954331,0.0003432822,0.0264471,0.001907268,0.0004800034,0.000002243505,0.006801303,0.2668339,0.6451196,0.0001544411,0.0472585,0.000698039],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2826566,0.00002089355,0.7069147,0.001797078,0.0001214259,0.0005893459,0.000007549138,0.00004094923,0.007851453],"genre_scores_gemma":[0.992732,0.000009100874,0.003550081,0.0005288071,0.000008434339,0.00003607618,0.000007902266,0.000007962923,0.003119588],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7100755,"threshold_uncertainty_score":0.5821537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04029122615221552,"score_gpt":0.3431977007261281,"score_spread":0.3029064745739126,"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."}}