{"id":"W4290016668","doi":"","title":"New tools for distributed diagnosis and preventive maintenance decision support","year":2007,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Preventive maintenance; Computer science; Decision support system; Risk analysis (engineering); Reliability engineering; Engineering; Artificial intelligence; Medicine","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":[0.002501693,0.001583185,0.001736244,0.002264237,0.0006414235,0.004011129,0.002868503,0.001666899,0.01055755],"category_scores_gemma":[0.01209178,0.0009388148,0.0009711957,0.001529207,0.0011588,0.006149164,0.003216996,0.002701897,0.002905652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007132619,"about_ca_system_score_gemma":0.0006764357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008481353,"about_ca_topic_score_gemma":0.001005425,"domain_scores_codex":[0.9971949,0.0005488388,0.0002655359,0.0005088907,0.001297323,0.0001844948],"domain_scores_gemma":[0.9924818,0.004125911,0.0004812142,0.001698644,0.0009692425,0.0002432651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005786251,0.0002553361,0.001203457,0.0006119478,0.0001814692,0.0005832824,0.0006423888,0.07246152,0.02012163,0.1652351,0.01739514,0.7207301],"study_design_scores_gemma":[0.0001345811,0.0001094032,0.0003650535,0.0001140066,0.0001164318,0.0004137344,0.00007613155,0.7495998,0.01654135,0.1896766,0.04278812,0.00006483101],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00129838,0.0001760308,0.9940186,0.0001358858,0.00007463721,0.00002975822,0.00007591429,0.003127513,0.001063231],"genre_scores_gemma":[0.1642421,0.0005414406,0.8272405,0.0003044965,0.0003065909,0.0002818388,0.0004775841,0.0007249132,0.005880486],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01055755,"threshold_uncertainty_score":0.03531855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01362115904110262,"score_gpt":0.2378721260920917,"score_spread":0.2242509670509891,"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."}}