{"id":"W2103806215","doi":"10.1061/(asce)1090-0268(2005)9:2(195)","title":"Control of Corrosion-Induced Damage in Reinforced Concrete Beams Using Carbon Fiber-Reinforced Polymer Laminates","year":2005,"lang":"en","type":"article","venue":"Journal of Composites for Construction","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Saudi Arabian Cultural Bureau","keywords":"Corrosion; Materials science; Composite material; Cracking; Fibre-reinforced plastic; Beam (structure); Reinforced concrete; Shear (geology); Polymer; Span (engineering); Carbon fiber reinforced polymer; Carbon steel; Structural engineering","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":[0.0001904456,0.0003995706,0.0002804622,0.0001192583,0.0001214849,0.0001380183,0.0001869046,0.000182135,0.0003136915],"category_scores_gemma":[0.0002712384,0.000153202,0.0001685773,0.00005163911,0.0002659172,0.0001750675,0.0001354842,0.0001789031,0.00006475786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001572831,"about_ca_system_score_gemma":0.00009110996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005036585,"about_ca_topic_score_gemma":0.001145293,"domain_scores_codex":[0.9998357,0.00002479132,0.00001166992,0.00003455075,0.00005841535,0.00003481942],"domain_scores_gemma":[0.9996842,0.00006072325,0.0001317257,0.00003017603,0.00006791795,0.00002532838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005022305,0.00001251976,0.0001166165,0.0000240756,0.000002189727,0.00001783482,0.00001258521,0.0002162003,0.9987059,0.000005109865,0.000002991835,0.0008339045],"study_design_scores_gemma":[0.000008176913,0.0005602621,0.002457678,0.000002573154,0.00000721904,0.00004447036,0.000009674774,0.00146727,0.9953014,0.000003335077,0.0001350792,0.000002809544],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979965,0.0001939928,0.001672437,0.000005797905,0.000002692686,0.00000767626,0.000008136817,0.00001985075,0.00009277922],"genre_scores_gemma":[0.9976738,0.0001326791,0.001917885,0.000005180877,0.000003235815,0.000006638816,0.0000168749,0.000006315739,0.0002374115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005036585,"threshold_uncertainty_score":0.001141191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009013099042679062,"score_gpt":0.2250543852519589,"score_spread":0.2160412862092799,"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."}}