{"id":"W4288057084","doi":"10.1002/9781444338386.wbeah12019.pub2","title":"Army, Late Antiquity","year":2022,"lang":"en","type":"other","venue":"The Encyclopedia of Ancient History","topic":"Classical Antiquity Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Infantry; Reign; Battle; Ancient history; History; Law; Archaeology; Political science; Politics","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":[0.0009420191,0.0002005053,0.0003895297,0.0001449487,0.000378916,0.000004717454,0.000868151,0.0001381087,0.02845526],"category_scores_gemma":[0.0003050625,0.0001587449,0.00019704,0.0002280347,0.00169652,0.00003180061,0.0004062018,0.0003839989,0.0001812959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007980216,"about_ca_system_score_gemma":0.0005437598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002629017,"about_ca_topic_score_gemma":0.008393113,"domain_scores_codex":[0.9978042,0.0003399216,0.0002457207,0.0003221211,0.0008944643,0.0003935365],"domain_scores_gemma":[0.9988318,0.0001806259,0.0003962775,0.0004633994,0.00003966775,0.00008824262],"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":[0.000005197844,0.00007857414,0.0001085948,0.00003213267,0.00003310393,0.00000496929,0.008712646,5.189326e-7,0.000006145798,0.005853702,0.983071,0.002093404],"study_design_scores_gemma":[0.00007926858,0.00002933288,0.0002884985,0.00002409594,0.00005281873,1.570503e-7,0.0008553029,5.567331e-7,3.824017e-7,0.0001250264,0.998353,0.0001915374],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003155261,0.01619392,0.00000288363,0.001790014,0.003621087,0.000374459,0.00004591692,0.0001892267,0.977467],"genre_scores_gemma":[0.0001565421,0.01126754,0.00004208285,0.000513498,0.0007487026,0.00002857212,0.000007804781,0.0001144165,0.9871209],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02827396,"threshold_uncertainty_score":0.9724329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0247208881675635,"score_gpt":0.271356471557571,"score_spread":0.2466355833900075,"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."}}