{"id":"W2336160287","doi":"10.14288/1.0073366","title":"Water distribution system failures : an integrated framework for prognostic and diagnostic analyses","year":2012,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Water Systems and Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Distribution (mathematics); Computer science; Environmental science; Mathematics","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":[0.003642176,0.002101888,0.001427117,0.002348364,0.0008149624,0.004344814,0.003114273,0.002125837,0.002101138],"category_scores_gemma":[0.004210147,0.00069171,0.001489717,0.001588223,0.001775961,0.004112018,0.002681142,0.002615817,0.0006481119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002693373,"about_ca_system_score_gemma":0.003388822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01512102,"about_ca_topic_score_gemma":0.01007294,"domain_scores_codex":[0.9979668,0.000755991,0.0001402848,0.0002875801,0.0007077213,0.000141575],"domain_scores_gemma":[0.9981731,0.0007927904,0.0002000227,0.0001532989,0.000576386,0.0001044188],"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":[0.00002888792,0.00006194215,0.000884443,0.0001980639,0.00007637063,0.0002025486,0.0002153423,0.7609707,0.0007996401,0.1988006,0.002334843,0.03542667],"study_design_scores_gemma":[0.000009912826,0.00002838029,0.0001835673,0.00008820296,0.00003006512,0.00003777695,0.00006674336,0.9283223,0.0002420656,0.06448492,0.006483505,0.00002258561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001984553,0.0008293989,0.9918469,0.0007571266,0.00005191167,0.00009837827,0.0001414533,0.0004039495,0.00388624],"genre_scores_gemma":[0.3080341,0.003867726,0.6816352,0.0002984056,0.0004257429,0.0006099812,0.0007161273,0.000158455,0.004254344],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01512102,"threshold_uncertainty_score":0.03006601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156205926789555,"score_gpt":0.1894474974900707,"score_spread":0.1778854382221751,"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."}}