{"id":"W4200294482","doi":"10.1061/(asce)be.1943-5592.0001826","title":"Structural Behavior of Novel Precast TL-5 Bridge Barriers Using Ultrahigh-Performance Fiber-Reinforced Concretes","year":2021,"lang":"en","type":"article","venue":"Journal of Bridge Engineering","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Precast concrete; Structural engineering; Materials science; Slab; Failure mode and effects analysis; Connection (principal bundle); 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":[],"consensus_categories":[],"category_scores_codex":[0.0001382473,0.0002099914,0.0004552321,0.0002149994,0.00004219983,0.00003250878,0.0001528442,0.00008764277,0.000143933],"category_scores_gemma":[0.00006370169,0.0002208552,0.0002587257,0.0004119334,0.00002489399,0.0006186339,0.000008692014,0.000313574,0.00000123323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008325312,"about_ca_system_score_gemma":0.00009006668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001051804,"about_ca_topic_score_gemma":0.000001554082,"domain_scores_codex":[0.9985237,0.000007097262,0.0007904407,0.00009206298,0.0003184273,0.0002683023],"domain_scores_gemma":[0.9991419,0.00005655387,0.0001990174,0.0001577932,0.0002397782,0.0002049972],"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":[0.00001112008,0.000002383422,0.001597288,0.0001163828,0.0001761479,0.0000220135,0.0002805741,0.8033495,0.1940303,0.000005053832,0.00001169755,0.0003975208],"study_design_scores_gemma":[0.000800497,0.00004203054,0.1231284,0.0002061632,0.0002664463,0.0003499115,0.00004539318,0.6121709,0.2626232,1.331611e-7,0.0001185269,0.0002483557],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511111,0.0003377598,0.04791489,0.000007749857,0.0004502384,0.00004885876,0.00005762654,0.00004274346,0.00002903341],"genre_scores_gemma":[0.9962097,0.00008193683,0.003445491,0.000007255425,0.0001709261,9.732031e-7,0.00001397352,0.00004194861,0.00002772528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1911786,"threshold_uncertainty_score":0.9006212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01911517517680405,"score_gpt":0.2329594622268347,"score_spread":0.2138442870500306,"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."}}