{"id":"W3211453469","doi":"","title":"Artsheets for Art Datasets","year":2021,"lang":"en","type":"article","venue":"Neural Information Processing Systems","topic":"Aesthetic Perception and Analysis","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":[0.0001283444,0.00009864111,0.0001368595,0.00007746584,0.0002650136,0.0005199583,0.0001206286,0.00004571379,0.00006271352],"category_scores_gemma":[0.0002629696,0.00008644666,0.00005747206,0.0002837899,0.00003395476,0.001775429,0.00002556976,0.00006671603,0.0003492819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002385412,"about_ca_system_score_gemma":0.00006147362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001584504,"about_ca_topic_score_gemma":7.809732e-7,"domain_scores_codex":[0.9989824,0.00004538472,0.0003840075,0.0001523893,0.0002566478,0.0001791623],"domain_scores_gemma":[0.9994217,0.00001917739,0.0001874689,0.0001783383,0.0001245041,0.00006886956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001187617,0.0002838609,0.0003008447,0.002752088,0.00001175791,0.00003919631,0.005645353,0.02028355,0.2072882,0.01108286,0.3403953,0.4117982],"study_design_scores_gemma":[0.0004128534,0.00002302484,0.00005923778,0.00006504088,0.00001593335,0.0002204968,0.0006147262,0.3453312,0.007775185,0.00004223642,0.6452477,0.0001923277],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4495731,0.0007564829,0.425009,0.01607658,0.006057548,0.003239565,0.00258837,0.002585272,0.0941141],"genre_scores_gemma":[0.9949017,0.000008418657,0.0001135359,0.002694901,0.00006967505,0.00005450464,0.0004382606,0.000006789174,0.001712284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5453285,"threshold_uncertainty_score":0.501397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04697436033513219,"score_gpt":0.3059174410977153,"score_spread":0.2589430807625831,"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."}}