{"id":"W7143697581","doi":"10.71465/ajainn660","title":"AI-Powered Neural Networks for Music Composition and Generation","year":2024,"lang":"","type":"article","venue":"American Journal of Artificial Intelligence and Neural Networks","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Artificial neural network; Generative grammar; Key (lock); Deep learning; Adversarial system; Deep neural networks","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004956139,0.0003455962,0.0002417133,0.000306152,0.0002737117,0.0007211799,0.0005436885,0.0006649392,0.002849996],"category_scores_gemma":[0.00172814,0.00018163,0.000256289,0.0003449592,0.0007734137,0.001010566,0.0007597159,0.001259311,0.0005815213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005607081,"about_ca_system_score_gemma":0.0003617513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001127425,"about_ca_topic_score_gemma":0.001365594,"domain_scores_codex":[0.9998266,0.00005026043,0.000007725156,0.00003473873,0.00006624931,0.0000144413],"domain_scores_gemma":[0.999745,0.0001548998,0.00002577473,0.00002514613,0.00003711561,0.00001217945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006910237,0.00004204029,0.0004795217,0.0001411308,0.00004953386,0.00009006926,0.0001257042,0.5116946,0.01138613,0.2835718,0.003286039,0.1890644],"study_design_scores_gemma":[0.000005672972,0.00001666753,0.0001220379,0.00001684023,0.000007090789,0.00003195169,0.00001071175,0.9199407,0.001922237,0.07186994,0.006047098,0.000009106611],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01436397,0.003616315,0.9567887,0.001154597,0.0002357614,0.00003087065,0.00005289131,0.0004445609,0.02331233],"genre_scores_gemma":[0.812746,0.005008187,0.1610367,0.0003699921,0.0003242849,0.00008280221,0.0001325671,0.0001142558,0.02018535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002849996,"threshold_uncertainty_score":0.00953418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04594272935592125,"score_gpt":0.294852868808169,"score_spread":0.2489101394522478,"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."}}