{"id":"W4378650012","doi":"10.32920/23257232","title":"Art Evolving: Analog or Digital","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Humanity; Beauty; Digital art; Art; Visual arts; Aesthetics; Art history; Political science; Performance art","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001048518,0.0001656552,0.000221773,0.0001063679,0.0001890978,0.0008981289,0.0002453825,0.00006779657,0.06076425],"category_scores_gemma":[0.0001747911,0.0001065756,0.0001059709,0.00001921604,0.0002949795,0.0001085582,0.0006991581,0.0003227663,0.01115249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000409797,"about_ca_system_score_gemma":0.0001445493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001730294,"about_ca_topic_score_gemma":0.0009275908,"domain_scores_codex":[0.9989316,0.00001895434,0.0001895466,0.000304227,0.0002874506,0.0002682382],"domain_scores_gemma":[0.9992458,0.0001852504,0.00004423802,0.0002714752,0.000164575,0.00008870845],"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":[0.00001691352,0.00003568923,0.0003188965,0.00006992286,0.00008873325,0.00004958872,0.001450669,0.000002554948,1.681759e-7,0.3833761,0.6128809,0.001709806],"study_design_scores_gemma":[0.0001139825,0.00009600652,0.0005093673,0.0001132552,0.0000227807,0.000001495836,0.01007397,0.001001302,0.000003241639,0.03126059,0.956475,0.000328986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003765855,0.00004166891,0.001183044,0.000611264,0.0001940148,0.0001808044,0.000267383,0.0002816418,0.9968636],"genre_scores_gemma":[0.3564227,0.00002356527,0.00002760784,0.00003930495,0.0005465255,0.00002964268,0.0001670399,0.00002212437,0.6427215],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3560461,"threshold_uncertainty_score":0.9896175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1895654751009318,"score_gpt":0.3415104814480881,"score_spread":0.1519450063471563,"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."}}