{"id":"W4380631559","doi":"10.5006/4167","title":"Durability in Design of Light Rail Reinforced Concrete Structures","year":2023,"lang":"en","type":"article","venue":"CORROSION","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University","funders":"","keywords":"Durability; Corrosion; Stray voltage; Welding; Engineering; Light rail; Forensic engineering; Civil engineering; Environmental science; Materials science; Mechanical engineering; Transport engineering; Composite material; Public transport","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":[0.0003760257,0.0003265908,0.0002133645,0.0005097579,0.0002358492,0.0006501095,0.0006056227,0.0004814907,0.003004474],"category_scores_gemma":[0.0007931473,0.0002522957,0.0002485908,0.0001808628,0.0003275709,0.0004128682,0.0003553019,0.0002669435,0.0009739163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004278934,"about_ca_system_score_gemma":0.0005216104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001775837,"about_ca_topic_score_gemma":0.003339529,"domain_scores_codex":[0.9995857,0.00006073985,0.00002840961,0.00005310455,0.000235428,0.0000366387],"domain_scores_gemma":[0.9997188,0.00005280833,0.00007316651,0.00002629015,0.0001026378,0.000026258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001157549,0.00007351363,0.00606223,0.001326238,0.00004683089,0.0007180716,0.0004596201,0.3465699,0.1989455,0.03656628,0.002942993,0.406173],"study_design_scores_gemma":[0.00005015469,0.001235178,0.02528719,0.0007666748,0.0001978701,0.003311405,0.0008423689,0.5015069,0.1525102,0.04610351,0.268031,0.000157568],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1829634,0.01030173,0.7201994,0.0005064981,0.0001967051,0.0001854932,0.000188164,0.0009387908,0.08451983],"genre_scores_gemma":[0.895199,0.00241496,0.08091144,0.00006641859,0.00003477074,0.00006826817,0.00009549018,0.00013136,0.02107819],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003004474,"threshold_uncertainty_score":0.01005095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02092640965315883,"score_gpt":0.2319256468620411,"score_spread":0.2109992372088823,"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."}}