{"id":"W6993040356","doi":"","title":"A Novel modelling approach to predict risk of water quality failures in deteriorating water mains","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Mains electricity; Water quality; Prioritization; Process (computing); Water pipe; Quality (philosophy)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0008899329,0.0009405406,0.00130596,0.0007341411,0.0004648578,0.001318222,0.001765418,0.001812709,0.002128023],"category_scores_gemma":[0.002349052,0.0006561934,0.001258189,0.0007109549,0.0005283129,0.00112972,0.001006595,0.001256807,0.0002987039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009151694,"about_ca_system_score_gemma":0.001557121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01873905,"about_ca_topic_score_gemma":0.01052173,"domain_scores_codex":[0.9997067,0.0000713651,0.00001925165,0.00007976103,0.00006680663,0.00005605214],"domain_scores_gemma":[0.9990826,0.00053055,0.0001278482,0.00004305528,0.0001593909,0.00005672797],"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":[0.00001342164,0.00001375773,0.0003031965,0.000009688601,0.00001700255,0.00002037867,0.00001023449,0.9953712,0.0002847099,0.001295932,0.000119334,0.002541186],"study_design_scores_gemma":[0.000001676256,0.000007449213,0.00004247104,7.972773e-7,0.000003664584,0.000004013283,0.000001362317,0.9992741,0.00004139788,0.0005484501,0.00007283898,0.000001784195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06786684,0.000290042,0.9267347,0.0003898365,0.00008247807,0.00007571255,0.0004028351,0.0004534085,0.003704144],"genre_scores_gemma":[0.9230136,0.0005224382,0.0690701,0.00007487033,0.0001096667,0.000219641,0.000392556,0.00008178234,0.006515284],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01873905,"threshold_uncertainty_score":0.03725994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02160306840661039,"score_gpt":0.2182131695821071,"score_spread":0.1966101011754967,"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."}}