{"id":"W4367320151","doi":"10.3390/buildings13051161","title":"Comparative Performance Evaluation of Retrofit Alternatives for Upgrading Simply Supported Bridges Using 3D Fiber-Based Analysis","year":2023,"lang":"en","type":"article","venue":"Buildings","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Structural engineering; SMA*; Benchmark (surveying); Bearing (navigation); Curvature; Displacement (psychology); Engineering; Bridge (graph theory); Ductility (Earth science); Retrofitting; OpenSees; Seismic retrofit; Computer science; Reinforced concrete; Geology; Creep; Materials 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007060284,0.0001642827,0.0004210736,0.0007895811,0.0001489108,0.00002242355,0.0001504199,0.00004978585,0.00008462255],"category_scores_gemma":[0.00003515751,0.0001683293,0.0002066983,0.001838927,0.00003895655,0.0002481492,0.00002169529,0.00007015712,0.000008793891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001333882,"about_ca_system_score_gemma":0.00003841617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005803666,"about_ca_topic_score_gemma":0.000005208592,"domain_scores_codex":[0.9987456,0.00002316486,0.0003475278,0.0002100929,0.0003981135,0.0002754619],"domain_scores_gemma":[0.9993008,0.00009634064,0.0001316693,0.0001839661,0.0002441404,0.00004306241],"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":[0.00001126386,0.000007634868,0.01183341,0.00006361822,0.000645959,2.495217e-7,0.0005405818,0.9679281,0.01515284,0.000004279998,0.000250393,0.003561674],"study_design_scores_gemma":[0.000415842,0.00002725185,0.02130641,0.00004445346,0.001168424,3.080741e-7,0.0001744254,0.9028389,0.07350477,0.0000113458,0.0003401423,0.0001677234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862747,0.00006340035,0.01304576,0.00002262671,0.00006197239,0.000195453,0.00004531041,0.0001585384,0.000132197],"genre_scores_gemma":[0.9971588,0.00003323601,0.002470989,0.00001996296,0.00005956229,0.0000347412,0.0001485012,0.00002056404,0.00005365891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06508919,"threshold_uncertainty_score":0.6864271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06793812732567313,"score_gpt":0.3328256002173515,"score_spread":0.2648874728916784,"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."}}