{"id":"W4395087381","doi":"10.1017/9781108891349.022","title":"Omnibus","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Theater, Performance, and Music History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University","funders":"","keywords":"Computer science","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"],"consensus_categories":[],"category_scores_codex":[0.00005390234,0.0003435782,0.0003234319,0.0002297899,0.0003394316,0.0001019159,0.0003449837,0.0001903185,0.0002054246],"category_scores_gemma":[7.686168e-7,0.0003636432,0.0002546058,0.000001533415,0.0005549401,0.00009844528,0.0001828854,0.0004659932,0.0005626229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002171355,"about_ca_system_score_gemma":0.0000811901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001816784,"about_ca_topic_score_gemma":0.00002852342,"domain_scores_codex":[0.9989901,0.000007920316,0.000169793,0.0003950982,0.000188957,0.0002481727],"domain_scores_gemma":[0.9992712,0.00001642502,0.0001001228,0.0004039999,0.00008971726,0.0001185898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002622311,0.000003770559,1.934225e-8,0.0001379229,0.0001010494,0.0002137574,0.001404257,1.492616e-7,0.000002650085,0.767355,0.2298994,0.0008558775],"study_design_scores_gemma":[0.0002109763,0.0000434216,1.786963e-7,0.0002300301,0.0002763236,0.000008181199,0.0001809841,0.000007745637,0.00001604725,0.000071052,0.9985364,0.000418673],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006803492,0.0006016672,0.000003555044,0.000009049556,0.002594169,0.0002356136,0.0005332142,0.0003255628,0.9956291],"genre_scores_gemma":[0.001426749,0.0001121928,0.00000370456,0.0001039804,0.001311988,0.000001057861,0.00006388265,0.00006989133,0.9969066],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.768637,"threshold_uncertainty_score":0.9998816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02646313248626001,"score_gpt":0.1689386247791874,"score_spread":0.1424754922929274,"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."}}