{"id":"W4415292542","doi":"10.2749/ghent.2025.1927","title":"Review on experimental and numerical approaches to the combined effect of carbonation and chloride ingress in reinforced concrete","year":2025,"lang":"en","type":"article","venue":"Report","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Carbonation; Chloride; Durability; Corrosion; Reinforced concrete; Carbonatation","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":[0.001119602,0.001021973,0.001532725,0.002141294,0.0003658107,0.00116817,0.001308302,0.001249712,0.004759006],"category_scores_gemma":[0.001678676,0.0007509317,0.001036923,0.002627674,0.0007582858,0.001475131,0.0006621901,0.001119941,0.001790695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008952445,"about_ca_system_score_gemma":0.001864718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003220085,"about_ca_topic_score_gemma":0.003590548,"domain_scores_codex":[0.9992831,0.0001312158,0.0001004403,0.0001283145,0.000319576,0.00003737239],"domain_scores_gemma":[0.9986841,0.0007259641,0.0001509278,0.00005486267,0.0003511949,0.0000328548],"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":[0.000278683,0.0004263002,0.0006082082,0.09968553,0.0003766909,0.0002981387,0.0002073601,0.009639311,0.04002343,0.02049361,0.02775227,0.8002104],"study_design_scores_gemma":[0.00004930011,0.0007423057,0.003541484,0.01841835,0.0007056902,0.0005840577,0.0002718665,0.003394665,0.02983869,0.008525494,0.9337726,0.000155557],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001445862,0.9866491,0.005473056,0.0003408695,0.0005150324,0.00003620206,0.0001337278,0.00005037594,0.00535584],"genre_scores_gemma":[0.005096553,0.9901519,0.002719003,0.0001734414,0.0002212347,0.00005970351,0.0001123595,0.00001914409,0.001446488],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004759006,"threshold_uncertainty_score":0.01592046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0239954727826751,"score_gpt":0.2589092952842609,"score_spread":0.2349138225015858,"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."}}