{"id":"W1519289321","doi":"10.4324/9780203410400","title":"War and Border Societies in the Middle Ages","year":2002,"lang":"en","type":"book","venue":"","topic":"Irish and British Studies","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Middle Ages; Ancient history; History; Political science; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005481675,0.0007259418,0.0004039987,0.001450045,0.004375888,0.005573513,0.0006727762,0.001481476,0.02200534],"category_scores_gemma":[0.001140898,0.000239638,0.0002080251,0.002587438,0.005172619,0.003494285,0.003182774,0.001660486,0.002893718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004682891,"about_ca_system_score_gemma":0.002541839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03545282,"about_ca_topic_score_gemma":0.05638067,"domain_scores_codex":[0.9995996,0.0001151338,0.00001569436,0.000039275,0.00008071322,0.0001495562],"domain_scores_gemma":[0.9996361,0.0001096362,0.00004544152,0.00002190725,0.00005580412,0.0001312737],"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":[0.00007163837,0.00009210197,0.002192297,0.0004337126,0.000009587385,0.0004971882,0.1246582,0.0001095158,0.0001343765,0.382662,0.417753,0.07138647],"study_design_scores_gemma":[0.000005233597,0.00001063784,0.002645775,0.000502543,0.000002948914,0.00009541521,0.01738427,0.000006405358,0.00002044163,0.01135713,0.9679643,0.00000491172],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01714716,0.3801371,0.0001274136,0.04181669,0.004012096,0.00003473537,0.0002062334,0.00002827925,0.5564903],"genre_scores_gemma":[0.4253342,0.1766996,0.0001968969,0.009422,0.003621536,0.00006383548,0.0002144855,0.00005408344,0.3843934],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03545282,"threshold_uncertainty_score":0.07361525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03893132721470034,"score_gpt":0.2867118169039578,"score_spread":0.2477804896892574,"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."}}