{"id":"W4390679114","doi":"10.46254/ev01.20230117","title":"Municipal Water Pipeline Leak Detection System","year":2023,"lang":"en","type":"article","venue":"","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Leak detection; Pipeline (software); Leak; Computer science; Pipeline transport; Computer security; Environmental science; Operating system; Environmental 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":[0.0002156844,0.000557799,0.0005115155,0.0008926347,0.000449233,0.0006884033,0.0005645208,0.0003925343,0.009734472],"category_scores_gemma":[0.0008383088,0.0002001199,0.0002457157,0.001237367,0.0001291562,0.0009440082,0.0006874769,0.0003444192,0.003469251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001126234,"about_ca_system_score_gemma":0.001123464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02701294,"about_ca_topic_score_gemma":0.02011013,"domain_scores_codex":[0.9996808,0.00002600963,0.00002064792,0.0001117852,0.0001148404,0.00004592778],"domain_scores_gemma":[0.9996592,0.00002763153,0.00004597368,0.00005814561,0.0001854771,0.00002365746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001403611,0.0004743633,0.07787973,0.0005703935,0.0001371754,0.0007931101,0.0004251293,0.1736715,0.06613915,0.003341769,0.07838576,0.5967782],"study_design_scores_gemma":[0.00007862179,0.0002032305,0.03966954,0.00003413083,0.00006444361,0.0001805953,0.0002716264,0.8915121,0.03426643,0.001528368,0.032114,0.00007687775],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5513417,0.0003874121,0.3033755,0.0008441159,0.0001857431,0.0006844346,0.02246184,0.08379318,0.03692602],"genre_scores_gemma":[0.9595546,0.000115576,0.02192214,0.00005640596,0.0000193946,0.0001407491,0.007456825,0.000167668,0.01056659],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02701294,"threshold_uncertainty_score":0.05371141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009554660773998195,"score_gpt":0.1791597500128367,"score_spread":0.1696050892388385,"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."}}