{"id":"W4414093955","doi":"10.3390/app15179791","title":"Advances in Bridge Design and Construction: Technologies and Applications","year":2025,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; École de Technologie Supérieure","funders":"","keywords":"Bridge (graph theory); Emerging technologies; Design elements and principles; Key (lock)","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":[0.001238928,0.0008372084,0.0006057182,0.001357266,0.000567982,0.002268519,0.001050596,0.001352717,0.009625717],"category_scores_gemma":[0.001931042,0.0003659739,0.0004312519,0.003003282,0.001092185,0.003104945,0.001482035,0.001436818,0.003735168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008327077,"about_ca_system_score_gemma":0.001052745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008207959,"about_ca_topic_score_gemma":0.001013832,"domain_scores_codex":[0.9990792,0.0001853507,0.00005059114,0.000120535,0.0005060936,0.00005814514],"domain_scores_gemma":[0.9990718,0.0003027839,0.00008709621,0.0001143133,0.0003654396,0.00005852758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004286394,0.00007978232,0.001147921,0.002610551,0.00004057215,0.00009076363,0.0003222156,0.01353154,0.00956717,0.1749812,0.03226579,0.7653197],"study_design_scores_gemma":[0.0000105699,0.0001662271,0.001546326,0.0009013326,0.00004367991,0.0003493282,0.0002811442,0.01496861,0.005108726,0.09993482,0.8766409,0.00004835078],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01789358,0.4627981,0.3173056,0.01576671,0.005265733,0.0001579196,0.00041743,0.0006879955,0.1797068],"genre_scores_gemma":[0.1869234,0.5739467,0.1882089,0.001756605,0.004586518,0.0001913679,0.0005716102,0.0002827566,0.04353217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009625717,"threshold_uncertainty_score":0.03220117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00825063074816559,"score_gpt":0.2320208657281513,"score_spread":0.2237702349799857,"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."}}