{"id":"W4400483473","doi":"10.2139/ssrn.4890781","title":"Assessing Long-Term Seismic Resistance of Non-Corrosive Carbon Fiber-Reinforced Polymer Building Reinforcement","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Reinforcement; Term (time); Materials science; Composite material; Fiber; Resistance (ecology); Ecology; 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":[0.0003026293,0.0003816919,0.0002448873,0.0005130299,0.0001735708,0.0002605983,0.0003096924,0.0007101183,0.0006593774],"category_scores_gemma":[0.0007939239,0.0001338662,0.0002394936,0.0002216675,0.0001538624,0.0003556059,0.0002102182,0.000255681,0.0002606008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003219131,"about_ca_system_score_gemma":0.00015302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003381445,"about_ca_topic_score_gemma":0.004908631,"domain_scores_codex":[0.999804,0.00001863583,0.000008969394,0.00004695375,0.00009138606,0.00003009316],"domain_scores_gemma":[0.9995716,0.0001093053,0.00007754209,0.00003823399,0.000153965,0.0000493388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00175826,0.0005379841,0.1329783,0.0001901972,0.0001675989,0.0006504827,0.000256489,0.09303636,0.7284648,0.0001566362,0.0002205362,0.04158223],"study_design_scores_gemma":[0.00003557056,0.003924002,0.4294571,0.00002317836,0.0002065103,0.0004774662,0.0004124028,0.1751688,0.3891907,0.0001761329,0.0008696952,0.00005833723],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991292,0.00003864057,0.0005598164,0.00000264514,0.000002347066,0.000003107697,0.00004878625,0.00001016143,0.0002052412],"genre_scores_gemma":[0.9993865,0.00002167031,0.0002150205,0.000001116933,8.599184e-7,0.000001316249,0.00007067879,0.00000329943,0.0002994837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003381445,"threshold_uncertainty_score":0.006723523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009187435185769727,"score_gpt":0.2582047440755458,"score_spread":0.2490173088897761,"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."}}