{"id":"W3190788999","doi":"10.1061/9780784483619.032","title":"Designing Concrete Pressure Pipe to Resist Corrosion","year":2021,"lang":"en","type":"article","venue":"Pipelines 2021","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"CBC (Canada)","funders":"","keywords":"Corrosion; Cathodic protection; Resist; Forensic engineering; Pressure control; Environmental science; Engineering; Materials science; Metallurgy; Mechanical engineering; Composite material; Anode","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":[0.0003410839,0.0005383811,0.0003543414,0.0003694105,0.0003745195,0.0005281724,0.0006732377,0.0007402379,0.001421018],"category_scores_gemma":[0.0006989317,0.0004483254,0.0002725493,0.000204917,0.0003578523,0.0008382953,0.000411411,0.0004050526,0.001043238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002353554,"about_ca_system_score_gemma":0.0005462677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007050225,"about_ca_topic_score_gemma":0.001524781,"domain_scores_codex":[0.9995959,0.00004762594,0.00001927083,0.00006425845,0.0002212385,0.00005165543],"domain_scores_gemma":[0.999763,0.00003080589,0.00005587682,0.0000149729,0.0001020243,0.00003335488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008987867,0.0001089921,0.00229396,0.0009357689,0.00001601887,0.0006848726,0.0003868125,0.02293757,0.8890734,0.004818145,0.002236262,0.0764184],"study_design_scores_gemma":[0.0001552754,0.003591598,0.01539351,0.0002262432,0.0001243159,0.002971583,0.0007286981,0.1213889,0.7265939,0.003113371,0.1255403,0.0001721941],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3558908,0.002621959,0.6057573,0.0005059459,0.0003410603,0.000615246,0.0001788564,0.001987487,0.03210133],"genre_scores_gemma":[0.8280493,0.002064007,0.1579893,0.000101025,0.00006409294,0.0002445446,0.0001757077,0.0001391836,0.01117296],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001421018,"threshold_uncertainty_score":0.004753709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439510127718696,"score_gpt":0.2335746529336394,"score_spread":0.2191795516564524,"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."}}