{"id":"W3196320820","doi":"10.34739/his.2021.10.05","title":"Military Architecture and the Four-Spāhbed System for Defense of the Sasanian Empire (224-651 CE)","year":2021,"lang":"en","type":"article","venue":"Historia i Świat","topic":"Eurasian Exchange Networks","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Langara College","funders":"","keywords":"Empire; Peninsula; Context (archaeology); Architecture; Ancient history; Byzantine architecture; Geography; Engineering; Political science; History; 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":[0.0003172897,0.0001608397,0.00006116678,0.0005437028,0.001887689,0.001470541,0.0001760429,0.0002207345,0.00546152],"category_scores_gemma":[0.0003673891,0.00006997993,0.00005471394,0.001046669,0.002744484,0.0007095565,0.001202949,0.0006186662,0.0005472343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002165631,"about_ca_system_score_gemma":0.001799611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01433943,"about_ca_topic_score_gemma":0.0294793,"domain_scores_codex":[0.9997749,0.00008015599,0.00000938755,0.0000161802,0.00003529867,0.00008406727],"domain_scores_gemma":[0.9999076,0.00001831528,0.00002442194,0.000007752426,0.00002238881,0.00001950721],"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":[0.00007722824,0.00003750535,0.03078278,0.00007679608,0.00001420848,0.001014236,0.04231881,0.0008923978,0.001364859,0.8162889,0.008084683,0.09904755],"study_design_scores_gemma":[0.00004386638,0.000125143,0.1627914,0.0002178187,0.00001467011,0.001400581,0.07580309,0.001305389,0.000795646,0.04649269,0.7109815,0.00002825834],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6024563,0.001591172,0.001010611,0.002707854,0.000111592,0.00002620595,0.00007247822,0.00001766371,0.3920061],"genre_scores_gemma":[0.9836367,0.0003718319,0.0003732005,0.00008530925,0.00001277697,0.000008052264,0.00003571081,0.00000333573,0.01547305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01433943,"threshold_uncertainty_score":0.02851188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01883806252569995,"score_gpt":0.24289639825507,"score_spread":0.2240583357293701,"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."}}