{"id":"W2316836625","doi":"10.2166/ws.2013.033","title":"Effect of seasonal climatic variance on water main failure frequencies in moderate climate regions","year":2013,"lang":"en","type":"article","venue":"Water Science & Technology Water Supply","topic":"Water Systems and Optimization","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Climatology; Seasonality; Climate change; Physical geography; Geography; Geology; Statistics; Mathematics","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":[0.0008835004,0.0003586757,0.0004699468,0.001098947,0.0002000081,0.000152326,0.0007757794,0.0002715305,0.00009958616],"category_scores_gemma":[0.00001240764,0.0001860881,0.00006439026,0.0005228498,0.000565046,0.0008773966,0.0002360528,0.0003265679,0.0005234645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001466837,"about_ca_system_score_gemma":0.0000131209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006757471,"about_ca_topic_score_gemma":0.00008067043,"domain_scores_codex":[0.9972154,0.00007375251,0.000530108,0.0005226122,0.0003332889,0.001324763],"domain_scores_gemma":[0.9991161,0.00001857773,0.0000310265,0.0006538718,0.0000916467,0.00008882978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000329932,0.00005333568,0.009821612,0.0004294112,0.00002425982,0.00005095822,0.003745909,0.07624903,0.9073114,0.001397632,0.0004065341,0.000476864],"study_design_scores_gemma":[0.0004721121,0.0002442228,0.0001733455,0.0001334993,0.000009895381,0.00004559152,0.00006298607,0.05735509,0.9391258,0.001893387,0.0001914201,0.0002926288],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935727,0.00001928757,0.002416958,0.002107553,0.0003337341,0.0006961292,0.00001047249,0.0004056775,0.0004375376],"genre_scores_gemma":[0.9978254,0.00001129664,0.001498687,0.00003749477,0.00002351969,0.0003224344,0.0000280239,0.00004030287,0.000212808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03181436,"threshold_uncertainty_score":0.7588451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00366808922128589,"score_gpt":0.1857578783943844,"score_spread":0.1820897891730985,"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."}}