{"id":"W4405245711","doi":"10.1080/09518967.2024.2416319","title":"TAKTIKON: Studies on the prosopography and administration of the Byzantine Themata","year":2024,"lang":"en","type":"article","venue":"Mediterranean Historical Review","topic":"Byzantine Studies and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Prosopography; Byzantine architecture; Administration (probate law); History; Ancient history; Genealogy; Political science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0004944304,0.0001586708,0.0003561302,0.00003787503,0.0003695861,0.00002767788,0.0001870706,0.00001880382,0.000247891],"category_scores_gemma":[0.0002706519,0.0000677928,0.0002019212,0.0001113254,0.0004913282,0.00005214092,0.00006374192,0.0002038716,0.00001484248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001734744,"about_ca_system_score_gemma":0.00002621469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001265919,"about_ca_topic_score_gemma":0.00006892987,"domain_scores_codex":[0.9988825,0.00008755345,0.00040202,0.0002096796,0.0002968222,0.0001214011],"domain_scores_gemma":[0.999185,0.0002823634,0.0001260439,0.0002966502,0.00008077815,0.00002922491],"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":[0.000008301298,0.00004021762,0.000003350649,0.004358805,0.00008862175,0.000005027003,0.008443621,1.026714e-8,0.000005689017,0.4972291,0.4811074,0.00870979],"study_design_scores_gemma":[0.0000375274,0.000126495,0.0000105451,0.003649691,0.0001534657,0.000005747547,0.0003003824,0.000004536704,0.0000083215,0.000208793,0.9954099,0.00008457181],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0005374337,0.8847645,0.000001568412,0.04620661,0.004392677,0.0005728208,0.00001720496,0.00005554729,0.06345166],"genre_scores_gemma":[0.7928349,0.187471,0.00001674596,0.003711995,0.002570774,0.0001858565,0.000006058461,0.00004369049,0.013159],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7922975,"threshold_uncertainty_score":0.2842595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1272338091913959,"score_gpt":0.2968808587699279,"score_spread":0.169647049578532,"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."}}