{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003335355,0.0001940143,0.0002763596,0.00007201034,0.00006192252,0.00003355456,0.0001653871,0.00008322729,0.00001652718],"category_scores_gemma":[0.0001140901,0.0001372069,0.00003241805,0.0001312964,0.00004992696,0.000148848,0.00002548963,0.0002251015,5.66866e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001747308,"about_ca_system_score_gemma":0.0003293875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7111637,"about_ca_topic_score_gemma":0.9725958,"domain_scores_codex":[0.9988776,0.0001128274,0.0003404764,0.0001987778,0.0002008041,0.000269476],"domain_scores_gemma":[0.9993311,0.0001516299,0.00004978412,0.0003102593,0.0001082686,0.00004891411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001142844,0.0002879553,0.3053651,0.003769903,0.00015752,0.0001211611,0.01915454,0.2761179,0.009106801,0.009600624,0.3608834,0.01429217],"study_design_scores_gemma":[0.007204143,0.002001611,0.3344803,0.0005061083,0.0002001833,0.0001522968,0.02394225,0.2261121,0.00184508,0.02586478,0.3752142,0.002476933],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9399143,0.0001453611,0.05545585,0.0006643783,0.0002498784,0.001472355,0.00001784842,0.00005979848,0.002020176],"genre_scores_gemma":[0.9991074,0.000007497636,0.0003875553,0.0002438171,0.0001109164,0.00005452186,0.00001480921,0.00001841023,0.00005508306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2614321,"threshold_uncertainty_score":0.5595137,"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."}}