{"id":"W4320028962","doi":"10.1093/ahr/rhac431","title":"Michael J. Taylor. <i>Soldiers and Silver: Mobilizing Resources in the Age of Roman Conquest</i>.","year":2022,"lang":"en","type":"article","venue":"The American Historical Review","topic":"Classical Antiquity Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Narrative; Macedonian; Classics; Power (physics); History; State (computer science); Literature; Ancient history; Art","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":[0.0003127109,0.0005302972,0.0002280098,0.0007631243,0.003502778,0.003301216,0.0006974291,0.002178223,0.01135093],"category_scores_gemma":[0.001236304,0.0003147553,0.0002453307,0.0008636317,0.002459828,0.005692535,0.001154176,0.003802993,0.004786341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00343655,"about_ca_system_score_gemma":0.001811517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01831211,"about_ca_topic_score_gemma":0.04658151,"domain_scores_codex":[0.9997533,0.00007091042,0.000008399722,0.00004630752,0.00008220405,0.00003896071],"domain_scores_gemma":[0.9997434,0.0001055785,0.00003575081,0.000009444292,0.00005216193,0.00005356284],"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":[0.000009912219,0.00001401685,0.000139072,0.0001062959,0.000001953387,0.00006830071,0.0049737,0.00002793102,0.00007130865,0.04584284,0.9313957,0.01734884],"study_design_scores_gemma":[0.000001816667,0.000006298205,0.0005382054,0.0002276873,0.000001588947,0.0001004196,0.002463329,0.00003012441,0.00008241484,0.00506211,0.9914808,0.000005184845],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003692779,0.2468946,0.001161449,0.3256477,0.02281101,0.00006438269,0.0002775941,0.0001474146,0.3993033],"genre_scores_gemma":[0.05378865,0.1127561,0.001425542,0.06607897,0.01055496,0.0001474446,0.0002189394,0.0003110742,0.7547183],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01831211,"threshold_uncertainty_score":0.03797263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0338328056590022,"score_gpt":0.3072350925313242,"score_spread":0.273402286872322,"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."}}