{"id":"W7085453494","doi":"10.4324/9781003691334-18","title":"Operatic Cinematics: A New View from the Stalls","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Census and Population Estimation","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Opera; Entertainment; Movie theater; Value (mathematics); Entertainment industry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005755024,0.0005517146,0.0002362502,0.001195475,0.001974469,0.006888454,0.000684916,0.001132874,0.06079654],"category_scores_gemma":[0.001638677,0.0002365913,0.0002355112,0.0006237812,0.002819095,0.005048093,0.002557176,0.004226495,0.008380664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001447252,"about_ca_system_score_gemma":0.0007895025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00316325,"about_ca_topic_score_gemma":0.007515658,"domain_scores_codex":[0.9997172,0.0001082213,0.000007344263,0.00003236537,0.0001013555,0.00003348463],"domain_scores_gemma":[0.9993808,0.0002266774,0.00002816607,0.00004833823,0.0001279174,0.0001880479],"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":[0.00002913934,0.00002973861,0.0001581052,0.000214897,0.000003753486,0.00009557174,0.006669693,0.00009740673,0.0005352463,0.1893878,0.7093166,0.09346204],"study_design_scores_gemma":[0.000001281084,0.000004916127,0.0001637191,0.0001429574,0.000001399587,0.0001022004,0.001105149,0.00005129096,0.00005037235,0.003525077,0.9948488,0.000002892259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004375799,0.04290675,0.005691855,0.03474837,0.00908264,0.00003349266,0.0002118358,0.000387569,0.9025617],"genre_scores_gemma":[0.06960755,0.03162739,0.004962501,0.008433642,0.01172785,0.00006909487,0.0003187747,0.000733774,0.8725196],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06079654,"threshold_uncertainty_score":0.2033847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07971268529366103,"score_gpt":0.3265619399465608,"score_spread":0.2468492546528998,"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."}}