{"id":"W7008299753","doi":"","title":"Cathodic protection: knowing when and where it will be most effective and important for extending system lifespans","year":2000,"lang":"en","type":"article","venue":"NPARC","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cathodic protection; Mains electricity; Water pipe; Installation; Electricity","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002139697,0.0008469703,0.0007610041,0.0008798006,0.000893378,0.003112726,0.001044974,0.003020906,0.004672868],"category_scores_gemma":[0.003286617,0.0004959553,0.000265789,0.0005176439,0.001016374,0.004735018,0.0005748051,0.001181852,0.00249607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00170572,"about_ca_system_score_gemma":0.002635352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005996321,"about_ca_topic_score_gemma":0.0169795,"domain_scores_codex":[0.9986373,0.0002599441,0.0001079862,0.0001649791,0.000716252,0.0001135138],"domain_scores_gemma":[0.9983379,0.0003420476,0.0002700081,0.0001052668,0.0007814069,0.0001633333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006244847,0.0004641962,0.01347032,0.004143171,0.00008035371,0.000506822,0.0004804669,0.01003608,0.3299202,0.01433012,0.06086075,0.5650831],"study_design_scores_gemma":[0.0001166529,0.002046225,0.0414921,0.00136815,0.0002187721,0.002092003,0.002597865,0.02519251,0.4571082,0.03701812,0.4303444,0.0004049902],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.2670961,0.1613933,0.2658906,0.1050008,0.003239485,0.001139338,0.002196303,0.002506417,0.1915378],"genre_scores_gemma":[0.7576684,0.06427757,0.1336503,0.003986878,0.001013963,0.0002912325,0.0008410703,0.0002850738,0.03798557],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.005996321,"threshold_uncertainty_score":0.01563227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008880007880166657,"score_gpt":0.2153036294433542,"score_spread":0.2064236215631875,"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."}}