{"id":"W7065851867","doi":"","title":"Estimating time to failure of ageing cast iron water mains under uncertainties","year":2005,"lang":"en","type":"article","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Mains electricity; Corrosion; Fuzzy logic; Sensitivity (control systems); Water supply; Cast iron","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":[0.001499746,0.000496629,0.0004197559,0.001273333,0.0002370471,0.00036114,0.0005045754,0.0007203114,0.0004767117],"category_scores_gemma":[0.007023725,0.0002355698,0.0004032274,0.0004215353,0.0003700829,0.0006127339,0.0003372304,0.0002900632,0.00009026782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007869941,"about_ca_system_score_gemma":0.0002833601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005608446,"about_ca_topic_score_gemma":0.004381582,"domain_scores_codex":[0.9995882,0.00009638629,0.00003173485,0.00007822232,0.0001432043,0.00006232289],"domain_scores_gemma":[0.9953519,0.003078678,0.0007911606,0.0002253837,0.0004354125,0.0001173781],"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":[0.000465991,0.00004046236,0.03194434,0.00006512602,0.00005315405,0.0002806564,0.0001135641,0.9399827,0.01068138,0.0007098358,0.0001005279,0.01556235],"study_design_scores_gemma":[0.000003908175,0.0001699438,0.01858037,0.000005261212,0.00001790421,0.00006574963,0.00004617311,0.9731886,0.007124991,0.000684355,0.0000910646,0.00002168712],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702467,0.00008587771,0.02898226,0.00002328709,0.00000421967,0.00001896214,0.0001528983,0.0000789038,0.0004069803],"genre_scores_gemma":[0.9983517,0.00002294262,0.001410403,8.559638e-7,0.000001447484,0.000004018179,0.0001020705,0.000002839716,0.0001037369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005608446,"threshold_uncertainty_score":0.01115161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009041915291950258,"score_gpt":0.2467163180164898,"score_spread":0.2376744027245395,"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."}}