{"id":"W4411112000","doi":"10.18778/3071-7779.2024.2.01","title":"An Examination of Sassanian Siege Warfare (3rd to 7th centuries CE)","year":2024,"lang":"en","type":"article","venue":"Faces of War","topic":"Byzantine Studies and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Langara College","funders":"","keywords":"Siege; Ancient history; 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":[0.0003155374,0.0002903731,0.0001247829,0.001766074,0.002848418,0.001434875,0.0001425458,0.0003048634,0.007275875],"category_scores_gemma":[0.0005227729,0.0001129204,0.0001048721,0.001780599,0.00319979,0.000917859,0.0008962602,0.0007979232,0.0008221544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002378334,"about_ca_system_score_gemma":0.001048168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02065701,"about_ca_topic_score_gemma":0.05901806,"domain_scores_codex":[0.9997945,0.00005687884,0.00001166272,0.0000279098,0.00003496799,0.00007409278],"domain_scores_gemma":[0.9997678,0.00008367436,0.00005214117,0.00001560428,0.00005835938,0.00002244154],"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":[0.0001792292,0.00006733846,0.02952705,0.0009018967,0.00003197504,0.002499017,0.3275799,0.0005304703,0.004782648,0.4455864,0.009496926,0.1788173],"study_design_scores_gemma":[0.000008753575,0.0001684637,0.1231892,0.00065186,0.00001086474,0.002025909,0.0681594,0.0001045286,0.001581767,0.005185405,0.7988902,0.0000236824],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5176077,0.01130843,0.0003643257,0.001003896,0.0001731354,0.00001845131,0.0001463183,0.0000139279,0.4693637],"genre_scores_gemma":[0.9610559,0.007580264,0.0002184198,0.0001948198,0.00005426165,0.00001199347,0.0001267674,0.00001293475,0.03074459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02065701,"threshold_uncertainty_score":0.04107356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02017777144170863,"score_gpt":0.2366701642817443,"score_spread":0.2164923928400357,"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."}}