{"id":"W3150843777","doi":"10.1515/jah-2020-0029","title":"Was There a Military Revolution at the End of Antiquity?","year":2021,"lang":"en","type":"article","venue":"Journal 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":"Late Antiquity; Frontier; CONQUEST; History; Ancient history; State (computer science); Military history; Classics; Archaeology","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":[0.002161646,0.0001682635,0.0002678776,0.0006196567,0.004632017,0.004769794,0.000354542,0.00154345,0.004058482],"category_scores_gemma":[0.00269933,0.0001384503,0.0001182667,0.0007653291,0.01596769,0.004313,0.001602417,0.003766178,0.0005547868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004060735,"about_ca_system_score_gemma":0.001324282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003877239,"about_ca_topic_score_gemma":0.004196553,"domain_scores_codex":[0.9985845,0.0007493526,0.00002829187,0.0001264499,0.0001592603,0.0003521341],"domain_scores_gemma":[0.9989436,0.00040376,0.0002131571,0.00008484563,0.0001883437,0.0001662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008522659,0.00003346107,0.002194412,0.00008578892,0.00000871638,0.0002952054,0.04450729,0.00005716923,0.0001534539,0.9243041,0.01587031,0.01240489],"study_design_scores_gemma":[0.00003492407,0.00008075451,0.0126487,0.0008606598,0.00000679864,0.0004204501,0.05256135,0.0001173312,0.0002845136,0.1259102,0.8070511,0.0000232782],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2595003,0.04671815,0.0008535272,0.2408305,0.002579367,0.00001641752,0.0001016742,0.00001758904,0.4493825],"genre_scores_gemma":[0.9749582,0.003565067,0.0001395578,0.007000301,0.000583451,0.000009476144,0.00002199163,0.000009571931,0.01371234],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004769794,"threshold_uncertainty_score":0.02946281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03482069340985802,"score_gpt":0.2817027484600521,"score_spread":0.246882055050194,"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."}}