{"id":"W4403253166","doi":"10.1680/978-1-83549-846-020242011","title":"Operation, Maintenance and Performance","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Process Optimization and Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada); WSP (Canada)","funders":"","keywords":"Computer science; Reliability engineering; Engineering","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":[0.001566429,0.0007925218,0.000450826,0.001033358,0.0008757935,0.006516254,0.00142819,0.001410109,0.01942869],"category_scores_gemma":[0.002634832,0.0004153288,0.0003504605,0.001057692,0.001953087,0.004544474,0.001606031,0.001171019,0.01090039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001668834,"about_ca_system_score_gemma":0.001594732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002217546,"about_ca_topic_score_gemma":0.001319834,"domain_scores_codex":[0.9980264,0.0002146573,0.0000982334,0.0003458126,0.001162755,0.0001520313],"domain_scores_gemma":[0.998938,0.0003280981,0.00007501747,0.0001859078,0.0004178484,0.00005508268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001220895,0.00009406635,0.001052637,0.0009181159,0.00002062471,0.0001756948,0.001563611,0.004876607,0.009391577,0.2555704,0.04702491,0.6791896],"study_design_scores_gemma":[0.00001108446,0.0002588279,0.00294402,0.0004736834,0.00002352004,0.0009194185,0.0005326124,0.003204028,0.005978462,0.06132017,0.9242817,0.00005255745],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01897384,0.03151956,0.1109614,0.005329453,0.001423171,0.0002635209,0.0004826324,0.001773824,0.8292727],"genre_scores_gemma":[0.2265783,0.03364038,0.06102766,0.001695269,0.001142303,0.0003770777,0.0008913176,0.001444213,0.6732034],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01942869,"threshold_uncertainty_score":0.06499547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006089699670283639,"score_gpt":0.1736730012027015,"score_spread":0.1675833015324179,"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."}}