{"id":"W2399497360","doi":"10.14288/1.0050395","title":"Durability of buried galvanized steel structures in British Columbia","year":2009,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Galvanization; Durability; Forensic engineering; Metallurgy; Engineering; Materials science; Layer (electronics); Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002110001,0.0002721006,0.0002339049,0.001392197,0.001670358,0.001163436,0.0007962184,0.0003975512,0.001428256],"category_scores_gemma":[0.000755442,0.0003091428,0.0001099948,0.00163406,0.000737984,0.0002560518,0.0005402229,0.0003227447,0.0003451685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01035669,"about_ca_system_score_gemma":0.004320358,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8728494,"about_ca_topic_score_gemma":0.9592118,"domain_scores_codex":[0.9994273,0.00001568093,0.00001923603,0.00007970157,0.0003288698,0.0001293662],"domain_scores_gemma":[0.999288,0.00003816341,0.00006248644,0.00002782458,0.0005214519,0.0000620227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000796125,0.0002195477,0.6613187,0.0004138779,0.00007921524,0.003588299,0.0162878,0.01086361,0.1390195,0.001696487,0.002716516,0.1630004],"study_design_scores_gemma":[0.00001040254,0.0002258375,0.9660715,0.0000721405,0.00002744272,0.0003542714,0.007553932,0.002255193,0.01513993,0.0001474522,0.008101481,0.00004043317],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958235,0.0001231296,0.0001173421,0.00001409387,0.000001472881,0.000008833412,0.0001787523,0.000008553361,0.0037245],"genre_scores_gemma":[0.9960866,0.0001057472,0.0002051208,0.000006873657,3.145659e-7,0.000004630003,0.0001882222,0.000004285252,0.003398017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1271506,"threshold_uncertainty_score":0.2557988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005577209191548414,"score_gpt":0.1631361714194155,"score_spread":0.1575589622278671,"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."}}