{"id":"W7143735199","doi":"10.71465/ajainn245","title":"AI and Neural Networks in Modern Art: Generating Creative Content","year":2021,"lang":"","type":"article","venue":"American Journal of Artificial Intelligence and Neural Networks","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; Artificial neural network; Realm; Adversarial system; Applications of artificial intelligence; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006961465,0.0005265725,0.00120664,0.0002837825,0.00044448,0.0005707504,0.0003186068,0.0001514721,0.0001927749],"category_scores_gemma":[0.0002938135,0.0004755121,0.0003470216,0.00140021,0.00175427,0.0006167646,0.0002141741,0.001635151,0.000002412415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006604184,"about_ca_system_score_gemma":0.00009082144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008806077,"about_ca_topic_score_gemma":0.0002233132,"domain_scores_codex":[0.9948408,0.001074246,0.001926786,0.0008064721,0.0005029677,0.0008487082],"domain_scores_gemma":[0.9972801,0.0002938324,0.001167216,0.0002800814,0.0004058242,0.0005729965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002637075,0.000154548,0.0012978,0.00000433503,0.00001941098,0.00055476,0.001274172,0.4094878,0.003036707,0.0001141801,0.00003075748,0.5837618],"study_design_scores_gemma":[0.0001326572,0.001201165,0.0006110392,0.0001660057,0.0001410095,0.001083409,0.0089957,0.985884,0.001088428,0.0002259625,0.00002524192,0.0004454337],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7535641,0.00300984,0.2395589,0.003168913,0.0005275744,0.0001264329,0.000003983293,0.00001019794,0.00003007458],"genre_scores_gemma":[0.9814751,0.009994987,0.0002692715,0.007379059,0.0007059725,0.000003007557,0.000002673246,0.00003709117,0.0001329105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5833164,"threshold_uncertainty_score":0.9997696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0675736843470109,"score_gpt":0.3120665149105714,"score_spread":0.2444928305635605,"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."}}