{"id":"W3210115324","doi":"10.32920/ryerson.14647437.v1","title":"Structural Design Issues For Integral Abutment Bridges","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Structural engineering; Parametric statistics; Finite element method; Abutment; Girder; Skew; Engineering; Integral equation; Geotechnical engineering; Mathematics; Mathematical analysis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001123677,0.0004826047,0.0006337237,0.0001460699,0.00006173179,0.0003215209,0.0004020958,0.0002960401,0.0004117136],"category_scores_gemma":[0.00006259425,0.0004201689,0.0004253233,0.0001009124,0.00003137502,0.00007305962,0.0002547716,0.0004534107,0.00001126314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002784195,"about_ca_system_score_gemma":0.00004003041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000631232,"about_ca_topic_score_gemma":0.0000902782,"domain_scores_codex":[0.9984299,0.00003745512,0.0003869281,0.000512243,0.0002372688,0.0003961939],"domain_scores_gemma":[0.9990132,0.0001009974,0.00005422336,0.0005949212,0.0001358821,0.0001007354],"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":[0.00002673417,0.000007632776,0.0004694428,0.0009066357,0.002340348,0.00002442644,0.001177636,0.9508507,0.01741152,0.0006975639,0.01086985,0.0152175],"study_design_scores_gemma":[0.0002927845,0.00003616553,0.003398367,0.0001826005,0.0003929152,0.00001472749,0.0005001963,0.6459491,0.345383,0.002233033,0.0006064024,0.001010781],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8030671,0.006666765,0.1814568,0.0004397051,0.004020946,0.00124618,0.0001169873,0.002099087,0.000886403],"genre_scores_gemma":[0.8830178,0.0001671003,0.1145842,0.00003104005,0.0003977842,0.0001305528,0.0002976022,0.0000846903,0.001289206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3279715,"threshold_uncertainty_score":0.999825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0388420065505233,"score_gpt":0.2768531545513025,"score_spread":0.2380111480007792,"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."}}