{"id":"W3119375243","doi":"10.1155/2021/6615746","title":"Multiobjective Optimization of Cable Forces and Counterweights for Universal Cable-Stayed Bridges","year":2021,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Academy of Railway Sciences","keywords":"Counterweight; Torsion (gastropod); Bridge (graph theory); Structural engineering; Multi-objective optimization; Pareto principle; Engineering; Computer science; Mathematics; Mathematical optimization","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007747149,0.001015042,0.000673676,0.0007328445,0.0002923749,0.0006731998,0.0005932624,0.0007300238,0.001370037],"category_scores_gemma":[0.0009141266,0.0003463106,0.0006544611,0.0005509836,0.0003379461,0.0007411944,0.000806054,0.0004313599,0.00009602666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005284965,"about_ca_system_score_gemma":0.0008435224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003865849,"about_ca_topic_score_gemma":0.00348186,"domain_scores_codex":[0.9997017,0.00007067532,0.00001429108,0.00005848483,0.00008847645,0.00006634586],"domain_scores_gemma":[0.9997112,0.0001249343,0.0000527421,0.00001575471,0.00006579384,0.00002951535],"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":[0.00002523825,0.00002648823,0.0004576584,0.00004608857,0.00002488311,0.00003912139,0.00002167822,0.9787793,0.003379923,0.002219055,0.0001683501,0.0148123],"study_design_scores_gemma":[0.000005680376,0.000038442,0.0002107715,0.000004385605,0.000008403461,0.00000643523,0.00001370867,0.9983839,0.0005771315,0.0005696338,0.0001775852,0.000003976531],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1818764,0.0003457097,0.8123019,0.00007790863,0.00003296532,0.00005309377,0.00004898467,0.0001071061,0.005156065],"genre_scores_gemma":[0.9123311,0.0001992967,0.08428387,0.00002973157,0.00001102124,0.0001207869,0.00008416946,0.00003755456,0.0029024],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003865849,"threshold_uncertainty_score":0.007686675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004269499504565482,"score_gpt":0.2070873755726838,"score_spread":0.2028178760681183,"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."}}