{"id":"W7042532761","doi":"","title":"The Performance of corrosion inhibiting systems in concrete bridge barrier walls - 5 years of field data","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Reinforced concrete; Bridge (graph theory); Coring; Reinforcement; Spall; Span (engineering)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001049613,0.000515259,0.000471786,0.000437024,0.0005270035,0.0003759802,0.0004758398,0.0004369184,0.0006179017],"category_scores_gemma":[0.0009826046,0.0001818186,0.0003984373,0.0002658186,0.0002899559,0.0003158498,0.000243797,0.0003761366,0.0002667506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009570696,"about_ca_system_score_gemma":0.0004042188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0175677,"about_ca_topic_score_gemma":0.03031942,"domain_scores_codex":[0.9993128,0.0001372576,0.00006354343,0.0001427953,0.0002559814,0.00008772022],"domain_scores_gemma":[0.9987977,0.000179901,0.0002594669,0.0001401223,0.0005031207,0.0001197235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001284098,0.0008254804,0.03281581,0.0002996813,0.00009977089,0.0001055946,0.0003297038,0.002470054,0.9389259,0.00008310618,0.0001845404,0.02257646],"study_design_scores_gemma":[0.00004209645,0.01622553,0.1421269,0.00002201908,0.0001256282,0.0001672956,0.0001779127,0.00209706,0.8370889,0.00003186407,0.001867776,0.0000269164],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988513,0.0003403639,0.000290902,0.000005710661,0.000003232295,0.0000199347,0.0001001127,0.00001368535,0.0003747153],"genre_scores_gemma":[0.996493,0.0003782637,0.001186337,0.00001301023,0.000005007655,0.0000178695,0.0006930706,0.000007064666,0.00120628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0175677,"threshold_uncertainty_score":0.03493088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0266455632909618,"score_gpt":0.2261262017123483,"score_spread":0.1994806384213865,"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."}}