{"id":"W4405335259","doi":"10.70967/2948-040x.1070","title":"Trebuchets Were Not Siege Guns, So Why Use Them?","year":2024,"lang":"en","type":"article","venue":"Atiqot","topic":"Eurasian Exchange Networks","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Siege; Counterweight; Power (physics); Value (mathematics); Artillery; Prestige; Law; Engineering; Political science; Sociology; Forensic engineering; History; Computer science; Philosophy; Mechanical engineering; Ancient history; Artificial intelligence","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":[0.002761088,0.0003201908,0.0002873408,0.0007011784,0.003318735,0.004357149,0.0005649178,0.001781198,0.0091592],"category_scores_gemma":[0.006084702,0.0002245675,0.000194487,0.001063186,0.006684902,0.009315578,0.001677175,0.001855054,0.00193655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001332021,"about_ca_system_score_gemma":0.0008847125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005178062,"about_ca_topic_score_gemma":0.00696782,"domain_scores_codex":[0.9985766,0.0006085172,0.00005363438,0.0002401774,0.0002520381,0.0002689372],"domain_scores_gemma":[0.9984927,0.0005844629,0.0003470442,0.0001989997,0.0002089419,0.0001677964],"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":[0.0001689318,0.00009090418,0.0296038,0.000419601,0.00007395999,0.0008674258,0.1300352,0.0003370421,0.003056616,0.575417,0.025623,0.2343066],"study_design_scores_gemma":[0.0000198559,0.0002015202,0.02559719,0.0007919273,0.0000489267,0.001596612,0.1498728,0.0008593302,0.002318268,0.1109871,0.7076044,0.0001020735],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5692519,0.01228915,0.02360966,0.08698783,0.001280716,0.00008370979,0.0002679657,0.0001738052,0.3060553],"genre_scores_gemma":[0.9579645,0.003486041,0.002879769,0.003174076,0.0001414443,0.00002901208,0.00005439847,0.00006312814,0.03220755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0091592,"threshold_uncertainty_score":0.0306406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07090469354752756,"score_gpt":0.3255023063203022,"score_spread":0.2545976127727747,"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."}}