{"id":"W2904630683","doi":"","title":"Warfare and politics in medieval Germany [Book Review]","year":2014,"lang":"en","type":"article","venue":"The Journal of Australian Early Medieval Association","topic":"Historical and Archaeological Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Publishing; Classics; Variety (cybernetics); Media studies; Art; Political science; Art history; Religious studies; Sociology; Law; Philosophy; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001747036,0.000103922,0.0003097377,0.00004402368,0.0002134751,0.00001974482,0.000146759,0.00004771545,0.0003686376],"category_scores_gemma":[0.0006564156,0.00005823327,0.00007149958,0.00003751272,0.0001781273,0.0001604094,0.0000374407,0.0003511716,0.00002512439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000174458,"about_ca_system_score_gemma":0.00001281357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008285849,"about_ca_topic_score_gemma":0.0001227317,"domain_scores_codex":[0.9984713,0.0003209709,0.0004573787,0.00006399232,0.0004471022,0.0002392066],"domain_scores_gemma":[0.9988169,0.0004117085,0.0004305242,0.00005772325,0.000199255,0.00008389278],"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":[0.0001402193,0.0002543477,0.01599718,0.0005868122,0.0003457693,0.00002934076,0.1228297,0.000007499332,0.0001539185,0.03679394,0.8160533,0.006808004],"study_design_scores_gemma":[0.0003816616,0.0003714115,0.02739388,0.0003365982,0.0001216481,0.000006490382,0.0005069838,0.000005095505,0.00001269116,0.004056644,0.9666953,0.0001115875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7289717,0.02835049,0.00001203777,0.2274769,0.002057672,0.0004225966,0.00002972999,0.00003852019,0.01264037],"genre_scores_gemma":[0.9282584,0.01341919,0.00002368392,0.004254712,0.002706625,0.000002515133,0.000001900587,0.00001241771,0.05132053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2232222,"threshold_uncertainty_score":0.4036323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03139581648610405,"score_gpt":0.2545056707735777,"score_spread":0.2231098542874737,"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."}}