{"id":"W1982132068","doi":"10.1016/j.ress.2007.03.023","title":"System repairs: When to perform and what to do?","year":2007,"lang":"en","type":"article","venue":"Reliability Engineering & System Safety","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"","keywords":"Reliability engineering; Reduction (mathematics); Set (abstract data type); Process (computing); Interval (graph theory); Computer science; State (computer science); Scale (ratio); Function (biology); Engineering; Mathematics; Algorithm","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":[0.002672798,0.0004043026,0.0005555163,0.0002376211,0.000111569,0.0002237462,0.000248002,0.0002336132,0.00001020349],"category_scores_gemma":[0.0002637435,0.0004018874,0.0001176374,0.0004812763,0.00002087024,0.0006684056,0.00008392624,0.0002552225,0.00009044313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001615483,"about_ca_system_score_gemma":0.00002190152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005246337,"about_ca_topic_score_gemma":0.00001306097,"domain_scores_codex":[0.9973659,0.0000309028,0.000910547,0.0006166513,0.0003601149,0.0007159211],"domain_scores_gemma":[0.9980597,0.0002119137,0.00004273465,0.0009528909,0.0001889966,0.0005437203],"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":[0.00007493517,0.00001534687,0.0005555351,0.003964426,0.00003621807,0.00001009724,0.001782805,0.9825606,0.0006363353,0.002493544,0.0002180547,0.007652091],"study_design_scores_gemma":[0.0008602886,0.0002865791,0.01807497,0.006015539,0.00008272854,0.000171933,0.008613928,0.9104657,0.002383809,0.00001746361,0.05132895,0.001698168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3745682,0.0006981554,0.6147366,0.0002365625,0.002714741,0.002099545,0.00001941741,0.003037015,0.001889722],"genre_scores_gemma":[0.9761291,0.00008252514,0.02330361,0.00002733749,0.0002288419,0.00008476071,0.000008122006,0.0000902968,0.00004538282],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6015609,"threshold_uncertainty_score":0.9998433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003033770599553012,"score_gpt":0.1783615453205497,"score_spread":0.1753277747209967,"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."}}