{"id":"W2066341820","doi":"10.1007/s11527-005-9022-7","title":"Modelling steel corrosion in concrete structures","year":2006,"lang":"en","type":"article","venue":"Materials and Structures","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":142,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Corrosion; Materials science; Solid mechanics; Cathodic protection; Overpotential; Chloride; Metallurgy; Boundary value problem; Anode; Mechanics; Composite material; Electrochemistry; Mathematics; Mathematical analysis; Electrode; Chemistry; Physics","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":[0.0004572745,0.001025426,0.00138312,0.0006625992,0.0005444898,0.001149719,0.001648092,0.003497211,0.002735369],"category_scores_gemma":[0.002429983,0.001362783,0.001152023,0.0005798189,0.001190132,0.000878083,0.0007467477,0.001132638,0.0003237657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001407602,"about_ca_system_score_gemma":0.001162371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04204611,"about_ca_topic_score_gemma":0.02214703,"domain_scores_codex":[0.9997603,0.00005913855,0.00001298519,0.0000436757,0.00006469173,0.00005909773],"domain_scores_gemma":[0.999047,0.0005818437,0.0001054314,0.00004423403,0.000155336,0.00006618395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001283297,0.0000175535,0.000265024,0.0000189838,0.000006826352,0.00002764783,0.00001363862,0.9975111,0.0005904339,0.0007715945,0.00006701559,0.0006972624],"study_design_scores_gemma":[0.000006488933,0.000009157952,0.0001352498,0.000001902431,0.000003781887,0.00000710373,0.000006899211,0.9991977,0.0001938948,0.0003268755,0.0001081436,0.000002906831],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8392646,0.001456552,0.1271698,0.0006031195,0.0002044711,0.0001098991,0.0004431105,0.0004742014,0.03027415],"genre_scores_gemma":[0.9803216,0.0003674398,0.01128952,0.00004551728,0.00003696155,0.00004197878,0.0001650484,0.0001005814,0.007631286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04204611,"threshold_uncertainty_score":0.08360273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00961715553125997,"score_gpt":0.1996158811955199,"score_spread":0.18999872566426,"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."}}