{"id":"W4405733905","doi":"10.1002/eer2.99","title":"Seismic fragility and life‐cycle loss analyses of high‐speed railway bridges supported by segmentally assembled round‐end hollow piers","year":2024,"lang":"en","type":"article","venue":"Earthquake Engineering and Resilience","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"China Railway","keywords":"Fragility; Engineering; Forensic engineering; Structural engineering; Materials science; 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":[0.000297146,0.0004971779,0.0002386714,0.000609089,0.0001660922,0.0001823772,0.0004472922,0.0003942334,0.001266306],"category_scores_gemma":[0.0002460186,0.0001896655,0.000490365,0.0002840502,0.0002633925,0.0003353559,0.0003388366,0.00021512,0.0002068826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002668877,"about_ca_system_score_gemma":0.0002165102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001212822,"about_ca_topic_score_gemma":0.001894525,"domain_scores_codex":[0.9998609,0.00001429472,0.000006770298,0.00001970616,0.00007384035,0.00002435312],"domain_scores_gemma":[0.9997976,0.00003529234,0.00005549596,0.00003139411,0.00005737653,0.00002279084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000363957,0.0002301876,0.0292427,0.0002332108,0.00008505893,0.0008286085,0.0002232219,0.4331236,0.5020086,0.0008183478,0.0004750764,0.03236752],"study_design_scores_gemma":[0.0000158326,0.001246125,0.03826284,0.00001086011,0.00005238791,0.0001630181,0.0002094583,0.859458,0.09972432,0.0001778628,0.000645784,0.00003339315],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928648,0.00003948631,0.006456133,0.000009708066,0.000003397182,0.000004552804,0.0000683748,0.00004425353,0.0005091756],"genre_scores_gemma":[0.9980849,0.00002668422,0.001361869,0.000002407706,6.935871e-7,0.000006744454,0.00009135021,0.000003318304,0.0004219982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001266306,"threshold_uncertainty_score":0.004236221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007698195649288273,"score_gpt":0.2343285417219927,"score_spread":0.2266303460727044,"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."}}