{"id":"W4402710153","doi":"10.1016/j.ceramint.2024.09.229","title":"Dynamics of localized accelerated corrosion in reinforced concrete: Voids, corrosion products, and crack formation","year":2024,"lang":"en","type":"article","venue":"Ceramics International","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Materials science; Corrosion; Composite material; Forensic engineering; Metallurgy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002268232,0.0001469417,0.0001755586,0.0002061845,0.00002413781,0.0000937301,0.0001391405,0.0001163704,0.0001065201],"category_scores_gemma":[0.0001321934,0.0001473564,0.00003845304,0.0002759399,0.00006143362,0.0003984957,0.00006864346,0.000236759,0.00001063473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003098597,"about_ca_system_score_gemma":0.000037405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002002595,"about_ca_topic_score_gemma":0.00003745181,"domain_scores_codex":[0.9989495,0.00002225256,0.0004652131,0.0002065063,0.0002190134,0.000137555],"domain_scores_gemma":[0.9995181,0.00009175289,0.00004472027,0.0001529647,0.000148188,0.00004428187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000561657,0.00001715694,0.004499464,0.002090456,0.00003146748,0.0000347546,0.003068853,0.03315759,0.8398268,0.07916414,0.00409143,0.03345622],"study_design_scores_gemma":[0.000471905,0.000026741,0.0004458344,0.0002004305,0.000006457699,0.00001758176,0.0001107552,0.976988,0.02021373,0.0003151506,0.001056599,0.0001468199],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9542462,0.0003258805,0.04050985,0.0005593026,0.002024554,0.0003468827,0.0001152098,0.0002724601,0.001599623],"genre_scores_gemma":[0.9983134,0.0004293688,0.0003797669,0.00003579098,0.00004748506,0.00001192097,0.0004943138,0.00002248106,0.0002654898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9438304,"threshold_uncertainty_score":0.600902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01396077688500795,"score_gpt":0.2460727954822381,"score_spread":0.2321120185972302,"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."}}