{"id":"W4391546668","doi":"10.1007/978-3-031-34027-7_75","title":"Shear Behaviour of Concrete Beams Retrofitted with Anchored CFRP Wraps at Elevated Temperatures","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Shear (geology); Structural engineering; Composite material; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001016336,0.00118932,0.001202024,0.0007505115,0.00003757906,0.00007019709,0.0004393938,0.00106817,0.0003919896],"category_scores_gemma":[0.00005587841,0.001100602,0.0002866155,0.0003324581,0.0001057412,0.000119876,0.0001259294,0.002150381,0.00002548509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000629391,"about_ca_system_score_gemma":0.00004979199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003495067,"about_ca_topic_score_gemma":0.00004114894,"domain_scores_codex":[0.997174,0.000006954678,0.0007997078,0.0006864733,0.0006090093,0.0007238939],"domain_scores_gemma":[0.9986,0.0002001821,0.0001259634,0.0007796719,0.000114367,0.0001797982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001553808,5.397822e-7,0.0003994659,0.002199538,0.0008961421,0.00100925,0.0006088699,0.7137474,0.2778536,0.002162481,0.0002338464,0.0007334674],"study_design_scores_gemma":[0.004103942,0.001088092,0.001722706,0.0154165,0.002121632,0.001212526,0.00001396115,0.1210135,0.8255179,0.001131336,0.01759712,0.009060766],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8055629,0.06633879,0.02810915,0.0002614522,0.01116989,0.007570924,0.002696353,0.01317227,0.0651183],"genre_scores_gemma":[0.9914318,0.0002573274,0.003190961,0.00002379747,0.0003135056,0.00004836411,0.000396297,0.000683118,0.003654882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5927339,"threshold_uncertainty_score":0.9991444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005974790678667846,"score_gpt":0.1924281790404419,"score_spread":0.186453388361774,"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."}}