{"id":"W7116679493","doi":"10.52783/eksplorium.392","title":"Parabolic Applications in Suspension Bridge Design: Mathematical Modeling, Structural Analysis, and Computational Verification","year":2025,"lang":"","type":"article","venue":"Tangence","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Parabola; Mathematical model; Suspension (topology); Foundation (evidence); Mathematical theory; Torsion (gastropod); Bridge (graph theory)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001864575,0.0002746208,0.0004380323,0.0007255385,0.0001393341,0.0001069897,0.0001792419,0.0001436898,0.0002193856],"category_scores_gemma":[0.00004251036,0.0002905109,0.0001070361,0.002602966,0.00007824512,0.0001693347,0.00004139985,0.0002259695,0.00002510427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001348984,"about_ca_system_score_gemma":0.00004827039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009537637,"about_ca_topic_score_gemma":0.0000290308,"domain_scores_codex":[0.9984224,0.00006301329,0.0005997297,0.0004347129,0.0002171908,0.0002629928],"domain_scores_gemma":[0.9992476,0.0001614626,0.00006367496,0.0003316488,0.00009867903,0.00009691273],"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":[0.00000849871,0.000009278561,0.0005879509,0.00009150286,0.0002449117,7.470521e-7,0.0002483949,0.976917,0.0002951239,0.01562445,0.0000082938,0.005963815],"study_design_scores_gemma":[0.0001842615,0.000008040248,0.04223301,0.00004373908,0.0005018857,0.000002068796,0.00007521944,0.9501385,0.0002538307,0.006302109,0.00002072203,0.0002366188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.111911,0.001618483,0.8856899,0.00008953075,0.00004435359,0.0003340089,0.0000145102,0.00009141733,0.0002068639],"genre_scores_gemma":[0.9826605,0.0001886099,0.01685864,0.00002018316,0.0000238502,0.00005225891,0.00009678162,0.00001495981,0.00008417956],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8707496,"threshold_uncertainty_score":0.9999547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0228164309583311,"score_gpt":0.2831879880657507,"score_spread":0.2603715571074196,"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."}}