{"id":"W2058724121","doi":"10.1016/j.ress.2014.06.018","title":"Joint optimal inspection and inventory for a k-out-of-n system","year":2014,"lang":"en","type":"article","venue":"Reliability Engineering & System Safety","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"Barrick Gold Corporation","keywords":"Spare part; Joint (building); Reliability engineering; Homogeneous; Process (computing); Poisson process; Computer science; Poisson distribution; Mathematical optimization; Reliability (semiconductor); Engineering; Mathematics; Operations management; Statistics; Structural engineering; Combinatorics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001134794,0.0009144102,0.001901498,0.0008254208,0.001240407,0.001569607,0.001302252,0.001869465,0.003549961],"category_scores_gemma":[0.002728951,0.0008181655,0.0007615093,0.0006910237,0.001263112,0.001022244,0.001087999,0.0007762426,0.0003440531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002099236,"about_ca_system_score_gemma":0.002400436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04404762,"about_ca_topic_score_gemma":0.0342425,"domain_scores_codex":[0.9993536,0.0001472844,0.00003358228,0.0001415942,0.00009007301,0.0002338893],"domain_scores_gemma":[0.998499,0.000732696,0.000262011,0.00006910136,0.0002778771,0.0001592429],"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":[0.0004318997,0.00006338623,0.001280046,0.00007997701,0.00003328533,0.0002568115,0.00005394192,0.9876579,0.00246796,0.001615826,0.0006148725,0.005444204],"study_design_scores_gemma":[0.00002138271,0.0000668349,0.0007069554,0.000004997339,0.00002004282,0.00003033704,0.00002794649,0.9977071,0.000326396,0.001000205,0.00007611865,0.00001149269],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6906422,0.0007661798,0.2886722,0.001385448,0.0001370259,0.0002327596,0.0006604215,0.0008055051,0.01669824],"genre_scores_gemma":[0.9881616,0.00006169295,0.008716528,0.00003213191,0.00001453285,0.00001907635,0.00006737782,0.00001863939,0.002908318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04404762,"threshold_uncertainty_score":0.08758247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005861868504700852,"score_gpt":0.1743362015413462,"score_spread":0.1684743330366453,"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."}}