{"id":"W2165911542","doi":"10.1061/40994(321)93","title":"Water Loss Levels from Transmission Mains in Urban Environments","year":2008,"lang":"en","type":"article","venue":"","topic":"Water Systems and Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mains electricity; Leakage (economics); Pipeline transport; Electricity; Environmental science; Leak; Water supply; Electric power transmission; Engineering; Environmental engineering; Electrical engineering; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002125954,0.00006998259,0.00007549967,0.00003073904,0.0000184557,0.000005331884,0.00004259158,0.00005099156,0.0004038529],"category_scores_gemma":[2.472563e-7,0.00004885054,0.0000163358,0.00002050417,0.000006465037,0.00009194602,0.00000553301,0.00003973456,0.0001225816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003036761,"about_ca_system_score_gemma":0.00000100796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008958541,"about_ca_topic_score_gemma":0.00002436397,"domain_scores_codex":[0.9995915,0.000008167311,0.0001240359,0.00008378878,0.00006641911,0.0001260885],"domain_scores_gemma":[0.9998786,0.00000336711,0.000003073784,0.00008064709,0.000001006745,0.0000332716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001619887,0.0001131423,0.05614106,0.00004917489,0.00005520695,0.0002084069,0.01899265,0.808319,0.1029091,0.00004560203,0.01119391,0.001956484],"study_design_scores_gemma":[0.001996775,0.00002953473,0.1137784,0.00006974281,0.000008343542,0.00001503776,0.00005913126,0.2157128,0.508199,0.0001079703,0.159406,0.0006172629],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8305771,0.00005370906,0.1644732,0.00003093861,0.0001140502,0.00008633948,0.000004992576,0.00007232656,0.004587279],"genre_scores_gemma":[0.9946193,0.00003025237,0.00104955,0.00001393022,0.00003606657,0.000004207542,0.00002302671,0.00001526686,0.004208467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5926062,"threshold_uncertainty_score":0.4421906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01206821448475344,"score_gpt":0.1647729300310495,"score_spread":0.152704715546296,"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."}}