{"id":"W2135736703","doi":"10.1109/wsc.2003.1261599","title":"An application of lean concepts and simulation for drainage operations maintenance crews","year":2004,"lang":"en","type":"article","venue":"","topic":"BIM and Construction Integration","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Crew; Drainage; Engineering; Productivity; Work (physics); Maintenance engineering; Computer science; Reliability engineering; Aeronautics; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001741901,0.0005571866,0.0003126367,0.000649315,0.000641612,0.001120415,0.0008151504,0.0007834071,0.001588409],"category_scores_gemma":[0.004234594,0.000339155,0.0003549116,0.0007917095,0.0006470183,0.0006633836,0.001012035,0.0006191863,0.0001292385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001227232,"about_ca_system_score_gemma":0.001418338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01228322,"about_ca_topic_score_gemma":0.01064447,"domain_scores_codex":[0.9992707,0.0004550133,0.00002781485,0.000045453,0.0001545134,0.00004653274],"domain_scores_gemma":[0.9972595,0.00213033,0.00009908792,0.0001422108,0.0002913542,0.00007752928],"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":[0.0002508514,0.0003752209,0.005656122,0.00008177777,0.00003821725,0.0001493383,0.001029195,0.9145672,0.002653047,0.02538133,0.0005594661,0.04925834],"study_design_scores_gemma":[0.00003026834,0.00008793671,0.0004485142,0.0000151824,0.000008747563,0.00001467736,0.0001959886,0.992336,0.001167338,0.003857392,0.001829411,0.000008635382],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3855923,0.0001298311,0.5934245,0.0004991536,0.00006779886,0.0004539151,0.0001965218,0.0009548096,0.01868105],"genre_scores_gemma":[0.7398145,0.0001429907,0.2579263,0.00004196699,0.000008213969,0.0003582201,0.0001232484,0.0000561994,0.001528466],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01228322,"threshold_uncertainty_score":0.02442348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008117259914974266,"score_gpt":0.2643879244871704,"score_spread":0.2562706645721961,"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."}}