{"id":"W4255712498","doi":"10.1007/978-1-4471-2757-4","title":"Maintenance Management in Network Utilities","year":2012,"lang":"en","type":"book","venue":"Springer series in reliability engineering","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":[0.0009447436,0.0007226619,0.00084257,0.0003624269,0.00003290155,0.00005432231,0.0004573866,0.0005899188,0.00009823273],"category_scores_gemma":[0.00009648229,0.000836859,0.0001732806,0.0004028922,0.0001231617,0.0005341708,0.000238163,0.001179748,0.00004361278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001871524,"about_ca_system_score_gemma":0.00004771277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001676789,"about_ca_topic_score_gemma":0.00008677172,"domain_scores_codex":[0.996761,0.00003010322,0.001026765,0.0006163217,0.0003146812,0.001251099],"domain_scores_gemma":[0.9986055,0.0001129286,0.00007362623,0.001025943,0.00005293583,0.0001289981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000258717,0.00002567511,0.0005250024,0.002626139,0.00004068518,0.00002819992,0.0002742046,0.9775835,0.000002626759,0.01397317,0.00339518,0.001499773],"study_design_scores_gemma":[0.0009069616,0.00005117176,0.008893464,0.003882709,0.00006846897,0.00001664996,0.0001413947,0.1491811,0.00003701024,0.01154594,0.8229163,0.002358895],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005651951,0.008664013,0.01821853,0.0001780467,0.0112042,0.003980836,0.00006331403,0.002661051,0.9493781],"genre_scores_gemma":[0.1925858,0.03465884,0.1308762,0.0001657546,0.003311445,0.002918119,0.0004567021,0.001898269,0.6331289],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8284024,"threshold_uncertainty_score":0.9994082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004873413267438001,"score_gpt":0.1746766013136368,"score_spread":0.1698031880461988,"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."}}