{"id":"W2132480778","doi":"10.1061/(asce)0899-1561(2008)20:1(20)","title":"Corrosion-Inhibiting Systems for Durable Concrete Bridges. I: Five-Year Field Performance Evaluation","year":2007,"lang":"en","type":"article","venue":"Journal of Materials in Civil Engineering","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Ministère des Transports","keywords":"Corrosion; Materials science; Epoxy; Coating; Cathodic protection; Composite material; Durability; Corrosion monitoring; Metallurgy; Forensic engineering; Electrochemistry; Engineering; Electrode","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001193656,0.0009933842,0.0007383824,0.000699037,0.0005196807,0.0003584056,0.0007513987,0.0006139928,0.001089996],"category_scores_gemma":[0.001272145,0.0002747707,0.0007122678,0.0003930415,0.000258267,0.0005090961,0.000403013,0.0004890948,0.0002922821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005724331,"about_ca_system_score_gemma":0.0003687309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002077429,"about_ca_topic_score_gemma":0.004829919,"domain_scores_codex":[0.9994406,0.0001285284,0.00005264361,0.00009170795,0.0002096541,0.00007681979],"domain_scores_gemma":[0.9989078,0.0001498191,0.0002446907,0.0001199009,0.0004071539,0.0001706614],"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":[0.001272696,0.001937523,0.004340012,0.0005041154,0.00009089021,0.000119884,0.0001711971,0.001818404,0.9645089,0.00004989105,0.0002369316,0.02494953],"study_design_scores_gemma":[0.0001381723,0.04548109,0.0209226,0.00003095523,0.0002163099,0.0003185665,0.0001341257,0.001521353,0.9287037,0.00002597391,0.002479222,0.00002794223],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969689,0.0009630913,0.001463467,0.0000281509,0.00001643707,0.00009946382,0.0001329408,0.00004479357,0.0002829143],"genre_scores_gemma":[0.9912372,0.001385938,0.004843506,0.00003818393,0.00002981094,0.00009136755,0.0009409955,0.00002185624,0.001411258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002077429,"threshold_uncertainty_score":0.006312728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01491256328037298,"score_gpt":0.2382311568473592,"score_spread":0.2233185935669862,"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."}}