{"id":"W7109166829","doi":"10.17613/yvbyk-d3v81","title":"The Phenomena of Music for Classification","year":2022,"lang":"en","type":"report","venue":"Knowledge Commons (Lakehead University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Domain (mathematical analysis); Set (abstract data type); Music information retrieval; Training (meteorology)","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":[0.007111294,0.0007754675,0.0004260074,0.004723551,0.004361689,0.01255325,0.001065417,0.00258729,0.03184048],"category_scores_gemma":[0.01819277,0.0004758709,0.0005292121,0.006233642,0.007962142,0.01988525,0.00510928,0.004467282,0.01349584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004840916,"about_ca_system_score_gemma":0.006856699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008966922,"about_ca_topic_score_gemma":0.01004177,"domain_scores_codex":[0.9897206,0.002301177,0.0004617547,0.00108458,0.005820861,0.0006110073],"domain_scores_gemma":[0.9884027,0.004972152,0.0007753041,0.00219388,0.002775443,0.0008805591],"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":[0.00007992995,0.0000359021,0.001285577,0.0001691462,0.000008903349,0.00007445773,0.0006039157,0.0002269895,0.0006491248,0.3112121,0.5417893,0.1438646],"study_design_scores_gemma":[0.0000101421,0.00003203993,0.003256941,0.0002222863,0.000008329954,0.0002291493,0.0006917972,0.0005688521,0.001627914,0.08826009,0.9050688,0.00002376881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006146905,0.02885065,0.04623569,0.130453,0.007558068,0.0002481255,0.007498457,0.00172307,0.7712859],"genre_scores_gemma":[0.2731543,0.07294734,0.0960711,0.03361426,0.0266156,0.001060304,0.0193893,0.004131114,0.4730167],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03184048,"threshold_uncertainty_score":0.106517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1172311626477524,"score_gpt":0.2925884228078623,"score_spread":0.17535726016011,"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."}}