{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001751087,0.0005660793,0.0008996875,0.001904422,0.001737472,0.00005514394,0.002341046,0.0003715586,0.0003273345],"category_scores_gemma":[0.0005590912,0.0005627719,0.0007537198,0.003329707,0.0006713162,0.0001765602,0.0009333243,0.0009446192,0.0002373072],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004132701,"about_ca_system_score_gemma":0.004354635,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000853914,"about_ca_topic_score_gemma":0.1058388,"domain_scores_codex":[0.9963562,0.0006121789,0.0006922925,0.0008050418,0.0008440879,0.0006902108],"domain_scores_gemma":[0.9926959,0.001594098,0.00132894,0.002008258,0.002175814,0.0001970158],"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":[0.0005646787,0.001122667,0.002776517,0.0008293501,0.001075097,0.00002282736,0.001602537,0.00001984517,0.0007883896,0.1500726,0.8112032,0.02992221],"study_design_scores_gemma":[0.0009621113,0.0001858293,0.004243589,0.0001136945,0.0007030113,0.00001117547,0.0008859683,0.00009046494,0.00002753531,0.0001801797,0.9920627,0.0005336643],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003359477,0.003656065,0.0003180564,0.0001411759,0.002341814,0.001961006,0.002876614,0.0002963677,0.9850494],"genre_scores_gemma":[0.3820862,0.0001029164,0.00003769207,0.000001203113,0.0008849209,0.0001011802,0.002746891,0.0004822578,0.6135567],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3787267,"threshold_uncertainty_score":0.9996902,"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."}}