{"id":"W4400235054","doi":"10.11159/iccste24.225","title":"Experimental Investigation Of The Impact Performance Of Bridge Traffic Barriers Made Of Rubberized Fiber-Reinforced Concrete And Stainless Steel Bars","year":2024,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Materials science; Structural engineering; Fiber-reinforced concrete; Fiber; Composite material; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006445306,0.0001421086,0.0001991885,0.0001100556,0.00002449607,0.00001807621,0.0001548668,0.00004549551,0.00005337734],"category_scores_gemma":[0.000009659751,0.00009741131,0.0001049197,0.0001961559,0.000103318,0.0003117843,0.000004838145,0.0001119014,5.652475e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002193422,"about_ca_system_score_gemma":0.00002546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002915244,"about_ca_topic_score_gemma":0.000002313351,"domain_scores_codex":[0.9991533,0.000002149317,0.0003958606,0.0001020236,0.000260658,0.00008607367],"domain_scores_gemma":[0.999631,0.00002617491,0.0001241739,0.00004410926,0.0001293585,0.00004520996],"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":[0.00007858985,6.746765e-7,0.005143591,0.0006561244,0.0002198018,9.310236e-8,0.003382013,0.1501046,0.8329889,0.007212227,0.000003443102,0.0002100327],"study_design_scores_gemma":[0.0002857329,0.00004876946,0.2329627,0.0004211894,0.00004968268,0.000001659486,0.0003242108,0.3083202,0.457451,0.00003805932,0.000002192756,0.00009457742],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993203,0.00008664354,0.00003212594,0.0000465603,0.000109037,0.0001297851,0.0001605144,0.00002518704,0.00008986842],"genre_scores_gemma":[0.9998056,0.000053303,0.00007457691,0.000002728505,0.00001124599,0.000005259587,0.0000169605,0.00001196341,0.000018388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3755378,"threshold_uncertainty_score":0.3972318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01066736150867256,"score_gpt":0.2224694846154432,"score_spread":0.2118021231067706,"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."}}