{"id":"W2153591206","doi":"10.1109/tr.2010.2103596","title":"Periodic Inspection Optimization Models for a Repairable System Subject to Hidden Failures","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Reliability","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":130,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Interval (graph theory); Component (thermodynamics); Reliability engineering; Maintenance engineering; Mathematical optimization; Computer science; Algorithm; Engineering; Mathematics","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":[0.001888802,0.001230458,0.00145345,0.0007070498,0.0003763574,0.0009490222,0.002045435,0.001681456,0.003507951],"category_scores_gemma":[0.004365384,0.0008411122,0.001141195,0.0005725889,0.001157531,0.001377045,0.0008309662,0.001484349,0.0003780426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001340522,"about_ca_system_score_gemma":0.001055756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00748159,"about_ca_topic_score_gemma":0.004054548,"domain_scores_codex":[0.9992798,0.0002547521,0.00002888517,0.0001584771,0.0001559102,0.0001222133],"domain_scores_gemma":[0.997991,0.00127359,0.0003822542,0.000089908,0.0001719936,0.0000912629],"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":[0.00001834965,0.0000104234,0.0001079837,0.00001617617,0.000008479191,0.00003664972,0.00001910266,0.9903225,0.0001934098,0.008012285,0.0001499782,0.001104732],"study_design_scores_gemma":[0.000006207768,0.00001150555,0.00007480064,0.000002593999,0.000004508006,0.000006837792,0.000004694135,0.9957184,0.00004472369,0.004030189,0.00009194102,0.000003611874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06660353,0.0006135342,0.9265379,0.0005082799,0.00004108781,0.00005244167,0.0002133539,0.0002287369,0.005201102],"genre_scores_gemma":[0.9363633,0.0006712406,0.0501968,0.00007837063,0.00004970868,0.0002359055,0.0002664679,0.0001151209,0.0120232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00748159,"threshold_uncertainty_score":0.01487613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01786902427402762,"score_gpt":0.2025127870691147,"score_spread":0.1846437627950871,"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."}}