{"id":"W7048682708","doi":"","title":"Mapping Evolving Internal Roles of the Armed Forces","year":2012,"lang":"en","type":"book","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Internal security; Security forces; Command and control; Armed conflict; National security; Internal forces; Control (management); Natural (archaeology)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003923716,0.0003740731,0.0007201068,0.0001710783,0.0002649354,0.000661951,0.004131652,0.00005739552,0.01257588],"category_scores_gemma":[0.00002928304,0.0002975699,0.0003940619,0.0001310019,0.0004312535,0.001954812,0.003145742,0.0005546348,0.0001979652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001313732,"about_ca_system_score_gemma":0.0009441331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004271874,"about_ca_topic_score_gemma":0.00002299107,"domain_scores_codex":[0.9977155,0.000142423,0.0007227805,0.0004073954,0.0005993167,0.0004125507],"domain_scores_gemma":[0.9974144,0.0003124758,0.001193904,0.0006433264,0.0003086004,0.0001272689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008126022,0.0002154183,0.04817848,0.0001397591,0.0008387794,3.955802e-7,0.0003771953,0.00002606629,0.0009274083,0.08122361,0.002649965,0.8653417],"study_design_scores_gemma":[0.001779433,0.00009043894,0.09301722,0.003591847,0.000291717,7.131396e-7,0.0006203435,0.0003460801,0.03326156,0.029368,0.8361709,0.00146172],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005971101,0.00006937932,0.006133323,0.00004779154,0.0004039072,0.001087805,0.00002201426,0.00001388694,0.9862508],"genre_scores_gemma":[0.6494482,0.000002676659,0.000211873,0.00001365965,0.0005589963,0.00008290305,0.000156044,0.00004786175,0.3494778],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8638799,"threshold_uncertainty_score":0.9999477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05575101040637187,"score_gpt":0.3732700645959899,"score_spread":0.3175190541896181,"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."}}