{"id":"W2308310070","doi":"10.14288/1.0108948","title":"Beauty is as beauty does: The ethics and \"Physick\" of opera","year":2011,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Musicology and Musical Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Beauty; Aesthetics; Opera; Art; Literature","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002871027,0.00004019092,0.0002388549,0.00002316549,0.0006523122,0.00004941785,0.0002675327,0.00009794762,0.005143758],"category_scores_gemma":[0.00003164819,0.00007809023,0.0001314381,0.00006481688,0.001575848,0.0001957821,0.0001390861,0.0002758055,0.00002121453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001014449,"about_ca_system_score_gemma":0.00005482594,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2588148,"about_ca_topic_score_gemma":0.5662772,"domain_scores_codex":[0.9992586,0.00009632856,0.0001059234,0.0002171819,0.0001563737,0.0001655486],"domain_scores_gemma":[0.9993075,0.0001013721,0.000110844,0.0002156303,0.0001985447,0.00006615837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00008840446,0.001094164,0.01397429,0.0004639647,0.001172202,0.0001281438,0.527749,8.954127e-7,0.0003725427,0.01307016,0.03222775,0.4096584],"study_design_scores_gemma":[0.0006395071,0.0001965892,0.9221358,0.0001035544,0.0003849971,0.000009900512,0.04228747,0.00004269451,0.00001260401,0.01259516,0.02134592,0.0002457944],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9680437,0.00008986565,0.00001860476,0.0006060856,0.0001236404,0.0001080099,0.0001244697,0.00002019669,0.03086547],"genre_scores_gemma":[0.9938017,0.0001261939,0.00005320041,0.0007732481,0.00005870864,3.688695e-7,0.000004947864,0.000005869601,0.005175791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9081615,"threshold_uncertainty_score":0.9957657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03224102174201287,"score_gpt":0.1832560701999076,"score_spread":0.1510150484578947,"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."}}