{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009779922,0.0008725538,0.0007129218,0.0004990803,0.0001831595,0.0005313336,0.0005024864,0.0007280008,0.0008238849],"category_scores_gemma":[0.002441981,0.0003407214,0.0005741392,0.0004424337,0.0006065738,0.0006499965,0.0004834051,0.000723032,0.0001218219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005563346,"about_ca_system_score_gemma":0.0005969335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003686718,"about_ca_topic_score_gemma":0.001811054,"domain_scores_codex":[0.9995347,0.0002599034,0.00002079103,0.0000495979,0.0001021252,0.00003294961],"domain_scores_gemma":[0.9985206,0.001204501,0.00009429111,0.00009780182,0.00006098421,0.00002195987],"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":[0.00001570256,0.0000128625,0.0002733522,0.00001502066,0.00001892869,0.000009842242,0.00001210996,0.9902561,0.0007165094,0.004515306,0.00004788784,0.004106394],"study_design_scores_gemma":[0.000002400871,0.000006906669,0.00004380391,0.00000118673,0.000002534343,0.00000318125,0.000001443158,0.9981052,0.0003090704,0.00136627,0.0001561265,0.000001814045],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04794611,0.0004210359,0.9489645,0.0001482375,0.00003093667,0.00004327176,0.0000354507,0.0003822583,0.002028184],"genre_scores_gemma":[0.8111234,0.0007898865,0.1858234,0.00006056619,0.00004559963,0.0002314817,0.000109373,0.0001295398,0.001686716],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003686718,"threshold_uncertainty_score":0.007330537,"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."}}