{"id":"W2958558145","doi":"10.1017/9781139030236","title":"The Roman Empire in Late Antiquity: A Political and Military History","year":2018,"lang":"en","type":"book","venue":"","topic":"Turkish Urban and Social Issues","field":"Social Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Late Antiquity; Empire; Roman Empire; Emperor; Politics; Ancient history; Christianity; Classics; Frontier; History; Military history; Early modern period; Medieval history; Law; Archaeology; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004235464,0.0004160719,0.0003530055,0.001537441,0.003777586,0.004195975,0.000355523,0.0009528353,0.007102405],"category_scores_gemma":[0.000681053,0.0002631063,0.0001305325,0.002246622,0.004139822,0.00224809,0.001415344,0.002346883,0.00195325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003789988,"about_ca_system_score_gemma":0.001391522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002597316,"about_ca_topic_score_gemma":0.008580596,"domain_scores_codex":[0.9997048,0.0001319957,0.0000114309,0.00002294376,0.00007267216,0.0000561136],"domain_scores_gemma":[0.9998419,0.0000691141,0.00001894001,0.00001147492,0.00003283228,0.00002572912],"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":[0.00005128354,0.00006350331,0.0009532977,0.0005728793,0.000006175975,0.0005413605,0.04034356,0.0001660548,0.0002444376,0.7030559,0.157402,0.09659962],"study_design_scores_gemma":[0.000002220091,0.00000773252,0.0006056593,0.0002889093,7.870751e-7,0.0001463539,0.001690186,0.0000177287,0.00003979443,0.005465227,0.9917327,0.000002717986],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01459193,0.263695,0.0003434476,0.01117433,0.002655787,0.00002140091,0.00005522968,0.00002893457,0.7074339],"genre_scores_gemma":[0.3112701,0.1836981,0.0009624977,0.006363833,0.004664775,0.00007397323,0.0001485858,0.000137813,0.4926802],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007102405,"threshold_uncertainty_score":0.02749842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03588406901452798,"score_gpt":0.3049191458962854,"score_spread":0.2690350768817574,"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."}}