{"id":"W4402130766","doi":"10.1016/j.compstruct.2024.118550","title":"Shear strengthening and damage control effects of CFRP and self-prestressing iron-based SMA for concrete columns","year":2024,"lang":"en","type":"article","venue":"Composite Structures","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"National Research Foundation of Korea; Ministry of Science, ICT and Future Planning","keywords":"SMA*; Materials science; Structural engineering; Shear (geology); Composite material; Reinforced concrete; Engineering; Computer science","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":[0.0001469712,0.0002449952,0.0001407341,0.0003168586,0.0001408061,0.0001018949,0.0002008266,0.0001941932,0.001461811],"category_scores_gemma":[0.0003640371,0.00009907306,0.0001513597,0.0001033807,0.0002814603,0.0001721265,0.0001239856,0.0001637611,0.0001116099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001609867,"about_ca_system_score_gemma":0.0001333295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001045725,"about_ca_topic_score_gemma":0.002227337,"domain_scores_codex":[0.9999223,0.00001168059,0.000003734852,0.00001438475,0.00002389058,0.00002412774],"domain_scores_gemma":[0.9997186,0.00007511418,0.00006737252,0.00002822208,0.00006246717,0.00004828121],"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":[0.001058217,0.0001192541,0.0008600992,0.00004949945,0.000009814888,0.00005669232,0.00004156989,0.008445585,0.9834815,0.000165876,0.00006316848,0.005648722],"study_design_scores_gemma":[0.00002167179,0.001121895,0.01394334,0.000007308605,0.0000348653,0.0000658819,0.00004093499,0.02754414,0.9568629,0.0000453457,0.0003018053,0.000009910548],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998993,0.0001359851,0.0003243018,0.000007709909,0.000003565898,0.000002016097,0.00001612316,0.00001194022,0.0005052978],"genre_scores_gemma":[0.9995834,0.00003207233,0.0001461982,0.000002086119,0.000001074074,6.654984e-7,0.000009179083,0.000002110142,0.0002231766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001461811,"threshold_uncertainty_score":0.004890203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003735896592703761,"score_gpt":0.2153117759626277,"score_spread":0.2115758793699239,"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."}}