{"id":"W1518300632","doi":"","title":"Integrating Simulation and Optimization to Analyze Maintenance Policies Performances for Complex Systems","year":2005,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Flexibility (engineering); Computer science; Animation; Resource (disambiguation); Duration (music); Discrete event simulation; Distributed computing; Simulation; Industrial engineering; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002009472,0.0003018613,0.000363612,0.0002182089,0.0002564261,0.0004621758,0.0003809203,0.0002163238,0.00001618363],"category_scores_gemma":[0.0009973698,0.0003118999,0.00009407089,0.0002731372,0.00009214185,0.0002274258,0.0002501976,0.0002661678,0.000003363629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001977175,"about_ca_system_score_gemma":0.00005355249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003043603,"about_ca_topic_score_gemma":0.0004289389,"domain_scores_codex":[0.997988,0.0004922894,0.0005532556,0.000455554,0.000196322,0.0003145883],"domain_scores_gemma":[0.9966829,0.0006815289,0.0002216143,0.0007053544,0.00158409,0.0001244873],"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":[0.00000722111,0.00002926707,0.0001295936,0.0003385487,0.00002706007,8.011919e-8,0.003149753,0.9816102,0.0001789323,0.005698282,0.0003485892,0.008482439],"study_design_scores_gemma":[0.0002264971,6.06937e-7,0.000381509,0.001218374,0.0000277133,0.000001554442,0.0002343377,0.9920313,0.0004623107,0.0001965736,0.004910905,0.0003082851],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01765471,0.0004796166,0.9734838,0.001786325,0.0002208319,0.001014248,0.00008538483,0.0003375134,0.0049376],"genre_scores_gemma":[0.704277,0.0006486839,0.2934297,0.00004795994,0.00005378655,0.0001842885,0.000500648,0.00005020361,0.0008076698],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6866223,"threshold_uncertainty_score":0.9999333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01605538092967723,"score_gpt":0.2429028139454465,"score_spread":0.2268474330157693,"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."}}