{"id":"W2129676583","doi":"10.1002/stco.201210011","title":"Fatigue assessment for deck plates in orthotropic bridge decks","year":2012,"lang":"en","type":"article","venue":"Steel Construction","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Transportation of Ontario","funders":"","keywords":"Orthotropic material; Deck; Bridge deck; Structural engineering; Bridge (graph theory); Service life; Beam (structure); Engineering; Materials science; Forensic engineering; Composite material; Finite element method","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009538085,0.000108722,0.0001236987,0.00008583658,0.00003615629,0.00001622229,0.00004526752,0.00009104373,0.00003221124],"category_scores_gemma":[0.00001347165,0.0001111769,0.00003903409,0.00009978603,0.00001464894,0.0002114991,0.000007824758,0.0001240712,0.000007747114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008459247,"about_ca_system_score_gemma":0.00001388402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009255074,"about_ca_topic_score_gemma":0.00004555547,"domain_scores_codex":[0.9993999,0.0000116639,0.0001768156,0.00008935978,0.00007530539,0.0002469363],"domain_scores_gemma":[0.9997563,0.00003614295,0.00002730819,0.0001076846,0.00002139125,0.00005113214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005009288,0.000114207,0.5757216,0.0006195204,0.0001933565,0.000004730039,0.001393181,0.007787367,0.02834248,0.09669781,0.002781642,0.2862941],"study_design_scores_gemma":[0.003214884,0.00013057,0.8550478,0.0001892099,0.0001054271,0.0001172375,0.0008746468,0.0666642,0.0328282,0.00596231,0.03374031,0.001125256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8232211,0.0002916112,0.1725361,0.00002096887,0.002176608,0.0002835373,0.00001311369,0.0001308629,0.001326054],"genre_scores_gemma":[0.9819089,0.00003218498,0.01777074,0.00001794593,0.0001658486,0.00004591152,0.00002762631,0.00001992363,0.00001091478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2851688,"threshold_uncertainty_score":0.4533662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02678046077299136,"score_gpt":0.2763029906997029,"score_spread":0.2495225299267115,"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."}}