{"id":"W4312862253","doi":"10.1145/3555858.3555947","title":"PreGLAM-MMM","year":2022,"lang":"en","type":"article","venue":"","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Musical; Generative grammar; Computer science; Perception; Immersion (mathematics); Multimedia; Preference; Music perception; Generative model; Action (physics); Human–computer interaction; Speech recognition; Artificial intelligence; Psychology; Mathematics; Statistics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001007213,0.0009061162,0.000396681,0.0005859548,0.000303699,0.001125807,0.001715919,0.0008550737,0.0196095],"category_scores_gemma":[0.002739862,0.0001977463,0.0004401712,0.0002141137,0.0004255532,0.0008623995,0.001794865,0.0006628907,0.004751609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003977292,"about_ca_system_score_gemma":0.0003516641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009155702,"about_ca_topic_score_gemma":0.002055385,"domain_scores_codex":[0.9990656,0.0001919661,0.00004663238,0.0001530858,0.0004374743,0.0001053058],"domain_scores_gemma":[0.999225,0.0002515556,0.00004789895,0.0001651491,0.0001504178,0.0001599393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002772233,0.002412523,0.006467811,0.001131414,0.0001768523,0.0004037675,0.0006309948,0.01363723,0.1257227,0.008493637,0.02803467,0.8101162],"study_design_scores_gemma":[0.002322164,0.03415055,0.07891105,0.0004332628,0.0004334207,0.004327529,0.0008249111,0.3367267,0.2055078,0.01399422,0.3219314,0.0004370432],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5645953,0.001158199,0.2108583,0.0006241167,0.0009086696,0.004418145,0.003175209,0.03687895,0.1773831],"genre_scores_gemma":[0.7282885,0.0003131106,0.2249936,0.0004949027,0.00009702082,0.001370632,0.004096187,0.00126319,0.03908286],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9803905,"threshold_uncertainty_score":0.06560034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0127140390714964,"score_gpt":0.2141339701088688,"score_spread":0.2014199310373724,"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."}}