{"id":"W7100210327","doi":"","title":"PATRICK BEAUMONT Multi-Platform Coordination and Resource Management in Command and Control","year":2008,"lang":"en","type":"article","venue":"","topic":"Military Strategy and Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Control (management); Command and control; Management control system; Resource management (computing); Resource (disambiguation)","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":[0.00005400842,0.00006704404,0.00008846839,0.00009754353,0.00003572649,0.000003378692,0.00003000346,0.00005859586,0.000008217709],"category_scores_gemma":[0.000002104816,0.00006299021,0.000006310769,0.00006477632,0.0000350818,0.00006025733,0.00001414233,0.00007976874,0.00000218535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001323013,"about_ca_system_score_gemma":7.058563e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005508179,"about_ca_topic_score_gemma":0.0002018608,"domain_scores_codex":[0.9996734,0.000004303732,0.0001001379,0.0000866007,0.00003066999,0.0001048681],"domain_scores_gemma":[0.9998772,0.00001974965,0.000005763359,0.00007096192,0.000003864092,0.00002245997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002685732,0.0004303613,0.4205627,0.0009313862,0.0005803907,0.001314526,0.003995141,0.01144606,0.001992786,0.08796751,0.01258826,0.4579223],"study_design_scores_gemma":[0.008957853,0.0001728753,0.6655109,0.00002385067,0.00003153041,0.0001386615,0.001261815,0.303521,0.0005120009,0.001609664,0.01778284,0.0004770089],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796892,0.001407609,0.006132406,0.0001032694,0.00001616253,0.0002145807,0.000002029086,0.0001644786,0.01227023],"genre_scores_gemma":[0.9985002,0.0003737385,0.0008659995,0.00002749965,0.00000371162,0.00001048506,0.000002844038,0.000005469954,0.0002100357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4574453,"threshold_uncertainty_score":0.2568666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01048737895551401,"score_gpt":0.18412448615972,"score_spread":0.173637107204206,"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."}}