{"id":"W7115700382","doi":"10.71846/18-wcee-1969","title":"PERFORMANCE-BASED SEISMIC RETROFITTING OF BRIDGE BENTS WITH ENGINEERED CEMENTITIOUS COMPOSITES","year":2025,"lang":"en","type":"article","venue":"World Conference of Earthquake Engineering","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Seismic retrofit; Retrofitting; Seismic analysis; Bridge (graph theory); Fragility; Induced seismicity; Limiting; Ductility (Earth science); Seismic hazard","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001160726,0.0002492258,0.0004421889,0.0007124901,0.00003782837,0.00002519713,0.0002352469,0.00005109406,0.00004962563],"category_scores_gemma":[0.00001112655,0.0002540922,0.00009689181,0.000873148,0.00004182777,0.0001784035,0.00002573055,0.0002038295,0.000004373417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003659154,"about_ca_system_score_gemma":0.00005406212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002326143,"about_ca_topic_score_gemma":0.00001622111,"domain_scores_codex":[0.9988105,0.000006954013,0.0004536305,0.0001793649,0.0002260875,0.0003234099],"domain_scores_gemma":[0.9993718,0.00005783512,0.00007512038,0.0003097225,0.0001310901,0.00005438038],"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":[0.00001614099,0.00002210952,0.01760012,0.0007286278,0.0002134971,0.000001925225,0.00006544079,0.9530128,0.02277345,0.0001591485,0.00005871081,0.005348068],"study_design_scores_gemma":[0.0005461003,0.00004702943,0.06727141,0.0008740534,0.00008021425,8.451165e-7,0.00001405034,0.8474751,0.08305853,0.000002579221,0.0004178641,0.0002122478],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379627,0.0001799623,0.05885473,0.00003139598,0.0001126733,0.0001153694,0.00001781026,0.0001842247,0.002541102],"genre_scores_gemma":[0.9975516,0.00005351128,0.001965468,0.00002224459,0.00002395857,0.00001544555,0.000030664,0.00002704998,0.0003100533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1055377,"threshold_uncertainty_score":0.9999911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01264146012115908,"score_gpt":0.1900239311288193,"score_spread":0.1773824710076602,"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."}}