{"id":"W2592507622","doi":"10.1086/ahr/107.4.1269","title":"Paul Bentley <i>Kern. Ancient Siege Warfare</i>. Bloomington: Indiana University Press. 1999. Pp. 419. $35.00","year":2002,"lang":"en","type":"article","venue":"The American Historical Review","topic":"Eurasian Exchange Networks","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Siege; History; Art; Classics; Ancient history","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009516915,0.001416434,0.0007173356,0.003257895,0.001604625,0.002829453,0.000871908,0.002008242,0.0690462],"category_scores_gemma":[0.002344011,0.0008568975,0.0003158669,0.005822932,0.0017559,0.007477859,0.001283135,0.002708618,0.03340653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003996638,"about_ca_system_score_gemma":0.003990741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04867595,"about_ca_topic_score_gemma":0.1295211,"domain_scores_codex":[0.9994208,0.0001406,0.0000589164,0.00007421753,0.0002346045,0.00007088454],"domain_scores_gemma":[0.9990426,0.0003095868,0.0001416885,0.00004919821,0.0002807123,0.0001761398],"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":[0.00001418815,0.000006883261,0.0002588552,0.0004394374,0.00000696905,0.0000321109,0.0004404527,0.00005313616,0.00003786022,0.00694202,0.9284823,0.06328589],"study_design_scores_gemma":[0.00000333254,0.00000570285,0.0009884484,0.0008932396,0.000005894645,0.00009312889,0.0005092747,0.00001471551,0.00004431465,0.004965721,0.9924693,0.000006783453],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0002333061,0.9249986,0.0003845822,0.02458529,0.002278596,0.00001106115,0.0003517969,0.00005206924,0.04710466],"genre_scores_gemma":[0.006235221,0.8537506,0.0007393694,0.005371338,0.001306955,0.00003278591,0.000331363,0.00006210527,0.1321703],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0690462,"threshold_uncertainty_score":0.2309825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04031661946453363,"score_gpt":0.2643334677511782,"score_spread":0.2240168482866446,"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."}}