{"id":"W2102552432","doi":"10.1061/9780784413692.018","title":"Corrosion Control Strategies to Protect Linear Assets: Dundas Street Sanitary Sewer and Forcemain Project, Oakville in the Region of Halton, Ontario, Canada","year":2014,"lang":"en","type":"article","venue":"Pipelines 2014","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep Society; Regional Municipality of Waterloo","funders":"","keywords":"Precast concrete; Population; Twin cities; Boulevard; Environmental science; Sanitary sewer; Sewage treatment; Combined sewer; Engineering; Civil engineering; Environmental engineering; Geography; Metropolitan area; Archaeology; Stormwater","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006689219,0.0005112754,0.0001333963,0.0004217349,0.003625015,0.001830017,0.001063052,0.0006558942,0.005819766],"category_scores_gemma":[0.0005421328,0.0002230388,0.0002067867,0.0003339935,0.0006835248,0.0003387233,0.0007976491,0.0006739345,0.0005833975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01851934,"about_ca_system_score_gemma":0.07361285,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9477607,"about_ca_topic_score_gemma":0.9873359,"domain_scores_codex":[0.9992305,0.00007082482,0.000008911539,0.00005918212,0.0004282039,0.0002023844],"domain_scores_gemma":[0.9990676,0.00002470755,0.00002705331,0.00001514397,0.0006412005,0.0002242758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005146739,0.002255222,0.08971096,0.001206979,0.00008878105,0.005086082,0.01285416,0.02010453,0.09654053,0.01896981,0.2934868,0.4591814],"study_design_scores_gemma":[0.00017186,0.00160915,0.1791298,0.0003175389,0.00008067638,0.0006956812,0.02466905,0.009796097,0.02462802,0.000895689,0.7579251,0.00008125704],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6336979,0.004292499,0.01306187,0.01586856,0.0003990626,0.002375893,0.002212296,0.000645978,0.3274459],"genre_scores_gemma":[0.6420913,0.003204838,0.01369204,0.0008139311,0.00002146844,0.0002407124,0.001212816,0.00009636126,0.3386266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0522393,"threshold_uncertainty_score":0.1343679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005247740224129605,"score_gpt":0.200747902743,"score_spread":0.1955001625188704,"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."}}