{"id":"W4413450093","doi":"10.1139/cjce-2024-0531","title":"Seismic performance of circular concrete-encased steel columns for bridges","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Structural engineering; Engineering; Geotechnical engineering; Forensic engineering; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001471661,0.0001455419,0.0003211953,0.0005740235,0.00004054516,0.00002978959,0.0001853502,0.00007566806,0.00003922202],"category_scores_gemma":[0.00008650478,0.0001626382,0.0001606009,0.0003472381,0.00002580467,0.0001344416,0.000003467828,0.0001641942,5.437602e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001728143,"about_ca_system_score_gemma":0.0002342423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001571548,"about_ca_topic_score_gemma":0.001306347,"domain_scores_codex":[0.9991617,0.000004989849,0.0004135093,0.00007362349,0.00009306258,0.0002530963],"domain_scores_gemma":[0.9993692,0.0000656434,0.00005998476,0.0001339803,0.0001580355,0.0002131797],"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":[0.000002753402,3.422577e-7,0.0004747264,0.0003349223,0.0001506056,0.000004006877,0.00006415692,0.9928491,0.004684703,0.0001536064,0.0007977702,0.0004833433],"study_design_scores_gemma":[0.0003815761,0.00003876344,0.003813189,0.0002294941,0.00007960145,0.00002542307,0.00005381233,0.9795609,0.008794387,0.000008188673,0.006860517,0.0001541812],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5774969,0.001644401,0.4193235,0.00005718686,0.0009253758,0.0001052365,0.00003285251,0.00004792136,0.0003665621],"genre_scores_gemma":[0.9992275,0.00004102764,0.0005381874,0.00002153096,0.00007051226,0.000004406467,0.000004629121,0.00002518358,0.00006697339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4217306,"threshold_uncertainty_score":0.6632195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005649755476729073,"score_gpt":0.1826153735578485,"score_spread":0.1769656180811194,"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."}}