{"id":"W1485477103","doi":"10.4000/acrh.4005","title":"Les Transformations de l’armée romano-byzantine (IIIe-VIe siècles apr. J.-C.) : le paradigme de la bataille rangée","year":2011,"lang":"fr","type":"article","venue":"L Atelier du CRH","topic":"Byzantine Studies and History","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Jury; Battle; Art; Philosophy; History; Archaeology; Political science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006105077,0.0004372994,0.0004972062,0.0001522948,0.002569041,0.0001929689,0.0003702665,0.0002271976,0.004764862],"category_scores_gemma":[0.00003012621,0.0004374623,0.0003504655,0.0000869137,0.001475693,0.0004704834,0.00009350944,0.0004429159,0.0003862666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003604308,"about_ca_system_score_gemma":0.0002128693,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02070854,"about_ca_topic_score_gemma":0.005736949,"domain_scores_codex":[0.997628,0.0002294846,0.0005892678,0.0003616096,0.0002071571,0.0009844981],"domain_scores_gemma":[0.9989808,0.0001476727,0.0001706357,0.0003531481,0.0001287087,0.0002190237],"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":[0.00007435993,0.000580312,0.0009555722,0.0003424862,0.0002945396,0.00007434963,0.1109625,0.00001313161,0.00006427766,0.8091698,0.06418506,0.01328368],"study_design_scores_gemma":[0.001182941,0.0001243735,0.007365682,0.0001538322,0.0002916237,0.00007540634,0.005952945,0.0002308159,0.0002281123,0.00112007,0.9827256,0.0005485875],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04646335,0.03492779,0.000665586,0.005722428,0.001072599,0.0003138786,0.0002776037,0.0001981205,0.9103587],"genre_scores_gemma":[0.938808,0.01042232,0.0009424992,0.0004741357,0.001388649,0.00008079611,0.00004216923,0.00009783877,0.04774358],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9185405,"threshold_uncertainty_score":0.9998077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02751693171214316,"score_gpt":0.214342352944193,"score_spread":0.1868254212320499,"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."}}