{"id":"W4408126233","doi":"10.7765/9781526168702.00005","title":"Dramatis personae","year":2025,"lang":"en","type":"book-chapter","venue":"Manchester University Press eBooks","topic":"Byzantine Studies and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":[0.0006546077,0.0008380504,0.0002839353,0.0007477985,0.01552331,0.006669196,0.0006769832,0.001505225,0.02901127],"category_scores_gemma":[0.001138342,0.0002214118,0.0001732107,0.0008232386,0.01259189,0.003745534,0.004416617,0.003915125,0.006331393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008477172,"about_ca_system_score_gemma":0.003189543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03269761,"about_ca_topic_score_gemma":0.06599804,"domain_scores_codex":[0.998951,0.000526458,0.00001351119,0.00010868,0.0001812198,0.0002192221],"domain_scores_gemma":[0.9997823,0.00005357862,0.00002867485,0.00002274094,0.00004731409,0.00006538236],"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":[0.00002972351,0.00002987883,0.000431064,0.00008586236,0.000004213447,0.0004644591,0.148105,0.00005842943,0.000328757,0.6336543,0.1958975,0.02091071],"study_design_scores_gemma":[0.000001174714,0.000003002329,0.000153117,0.00005845006,9.626654e-7,0.00009762048,0.0147145,0.00001550519,0.0000597316,0.003258664,0.9816347,0.00000261968],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008646721,0.007908848,0.0006626848,0.01114083,0.00227613,0.00002284015,0.00007209423,0.00008362479,0.9691862],"genre_scores_gemma":[0.1556938,0.003709015,0.0004261576,0.003024506,0.000520296,0.00006575236,0.00005664987,0.0001521018,0.8363516],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03269761,"threshold_uncertainty_score":0.0970524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03160591127208278,"score_gpt":0.1678081250629461,"score_spread":0.1362022137908633,"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."}}