{"id":"W2563363435","doi":"","title":"The use of simulation in determining operational needs (WIP)","year":2016,"lang":"en","type":"article","venue":"Summer Computer Simulation Conference","topic":"Military Strategy and Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Battlespace; Operations research; Command and control; Engineering; Computer science; Aeronautics; Operations management; Simulation; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007755258,0.0000931047,0.0001019768,0.0001185396,0.00004506981,0.00002526189,0.0001173609,0.00007598124,0.00003545413],"category_scores_gemma":[0.00003259629,0.00006353331,0.00002281071,0.0001553746,0.00005534262,0.0003180742,0.00002668876,0.00006921054,0.00001018684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002033761,"about_ca_system_score_gemma":0.00001903955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008036608,"about_ca_topic_score_gemma":0.00005194051,"domain_scores_codex":[0.9993544,0.00003514402,0.0002839111,0.0001013726,0.00009123315,0.0001339121],"domain_scores_gemma":[0.998884,0.0007919467,0.00003101581,0.000179923,0.00009359066,0.0000195367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006474691,0.000004478671,0.007785671,0.000004211024,0.000007509489,5.640152e-7,0.0001034402,0.8813496,0.000209295,0.004878697,0.00001221423,0.1056379],"study_design_scores_gemma":[0.0002510192,0.00002350514,0.01780092,0.00003346963,0.000001978713,3.292102e-7,0.000006276067,0.9777327,0.0002623682,0.0006756108,0.003128511,0.00008332029],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.358647,0.00002288275,0.6409008,0.00007254988,0.0001551543,0.00008202458,0.000003694116,0.00006594577,0.00004998607],"genre_scores_gemma":[0.9976242,0.00001282065,0.002254694,0.00002475497,0.00003552982,0.00000496024,0.000004679815,0.000007866183,0.00003055218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6389772,"threshold_uncertainty_score":0.2590813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08628066804139914,"score_gpt":0.2648944146145357,"score_spread":0.1786137465731365,"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."}}