{"id":"W4239745686","doi":"10.1002/9781444338386.wbeah30471","title":"Chreophylakes","year":2017,"lang":"en","type":"other","venue":"The Encyclopedia of Ancient History","topic":"Byzantine Studies and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Debt; Minor (academic); History; Payment; Duty; Register (sociolinguistics); Ancient history; Geography; Economic history; Genealogy; Business; Political science; Law; Finance","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001638733,0.0002729409,0.0004339191,0.0001566566,0.000358041,0.00001050332,0.0006956119,0.00008371349,0.01519652],"category_scores_gemma":[0.00003324688,0.0001890913,0.0002166054,0.000008416353,0.001922247,0.00003915521,0.000118092,0.000225308,0.000453651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003261889,"about_ca_system_score_gemma":0.0001797524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001868428,"about_ca_topic_score_gemma":0.007476316,"domain_scores_codex":[0.9989332,0.00003026901,0.0002115445,0.0002637923,0.000302063,0.0002591077],"domain_scores_gemma":[0.9983535,0.0000289752,0.0006357667,0.0008743079,0.00006063749,0.00004677324],"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":[0.000005069322,0.00003844444,0.000003611417,0.0001075552,0.00005121021,0.000003512858,0.01000533,3.98181e-8,0.000001649471,0.06156985,0.9265363,0.001677393],"study_design_scores_gemma":[0.0001298629,0.0000463718,0.00003931197,0.0001358643,0.00008305781,5.524211e-7,0.0002745193,3.1549e-7,2.10442e-7,0.000006931816,0.9990461,0.0002369348],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000008784359,0.08316044,8.863177e-7,0.00008494701,0.01004342,0.0001995336,0.00007299943,0.00009882115,0.9063302],"genre_scores_gemma":[0.0002992144,0.004343282,0.00001484355,0.000219147,0.003834734,0.00002196854,0.00001201192,0.0002025334,0.9910523],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08472209,"threshold_uncertainty_score":0.9857037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02295766189573421,"score_gpt":0.2030310333834964,"score_spread":0.1800733714877622,"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."}}