{"id":"W6949680519","doi":"10.5281/zenodo.15647037","title":"A Synopsis of the Battlefield Organization and Tactics of the Parthian Spād (army)","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Eurasian Exchange Networks","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Langara College","funders":"","keywords":"Battlefield; Government (linguistics); Work (physics); Battle","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000622833,0.00006831576,0.00009967246,0.00007377463,0.001792645,0.0001521686,0.00084733,0.00007613461,0.002125545],"category_scores_gemma":[0.002561867,0.00005207886,0.00003418581,0.001468208,0.0005079336,0.000107707,0.0008065773,0.0001850822,0.00004648905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005650694,"about_ca_system_score_gemma":0.00001649229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005934416,"about_ca_topic_score_gemma":0.00001203362,"domain_scores_codex":[0.9985852,0.0005663079,0.0001889746,0.0001639679,0.0003161225,0.0001794362],"domain_scores_gemma":[0.9988412,0.00008104264,0.0001449404,0.0003571854,0.0005275237,0.00004814189],"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":[0.0000759235,0.0003790588,0.005956477,0.000402668,0.0002210901,0.000003464047,0.05472207,0.0001596206,0.008175181,0.3800699,0.4282261,0.1216084],"study_design_scores_gemma":[0.0002919603,0.00005331747,0.01327292,0.000130249,0.00005013984,0.000006750571,0.003684723,0.00009079387,0.0026585,0.0009893203,0.9786598,0.0001115154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2724016,0.000483676,0.002523178,0.02729986,0.001021997,0.001706057,0.0001406965,0.0004375943,0.6939853],"genre_scores_gemma":[0.996941,0.0001491246,0.00004066226,0.0002014208,0.00007025002,1.666652e-8,0.00001570676,0.0001600849,0.002421736],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7245394,"threshold_uncertainty_score":0.9995069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02467415236256979,"score_gpt":0.2636961816957483,"score_spread":0.2390220293331785,"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."}}