{"id":"W3132390046","doi":"10.2749/nantes.2018.s21-95","title":"Prolife: Strengthening a Steel Railway Bridge with Deck Sections","year":2018,"lang":"en","type":"article","venue":"Report","topic":"Railway Engineering and Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Deck; Girder; Truss; Bridge deck; Engineering; Structural engineering; Forensic engineering; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005532301,0.000644863,0.0004155251,0.0006904908,0.0002803713,0.0005314413,0.001108554,0.0007833092,0.004900343],"category_scores_gemma":[0.0005296675,0.000316385,0.0003606863,0.0003067761,0.0003296533,0.0004959463,0.0005016374,0.0005420651,0.001296258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004632154,"about_ca_system_score_gemma":0.0004978993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001831369,"about_ca_topic_score_gemma":0.004920738,"domain_scores_codex":[0.9997038,0.00003591654,0.000008199003,0.0000532569,0.0001765707,0.0000221724],"domain_scores_gemma":[0.9997873,0.00002938082,0.00002376089,0.00005218084,0.00008462665,0.00002284173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006611918,0.0004600637,0.008071296,0.0007003042,0.00009759273,0.00104382,0.0003493821,0.4112193,0.332895,0.004887347,0.01628174,0.2233329],"study_design_scores_gemma":[0.0001910983,0.00440527,0.02093188,0.0001748323,0.0001377324,0.0009975507,0.0004179021,0.682575,0.2286138,0.002019267,0.05940303,0.0001325914],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6612843,0.0009049072,0.2703496,0.0005055682,0.0005401217,0.0005707709,0.003872251,0.006211633,0.05576088],"genre_scores_gemma":[0.8626809,0.0003204447,0.1120673,0.0001129315,0.00001860365,0.0001545346,0.002285341,0.0003287566,0.02203109],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004900343,"threshold_uncertainty_score":0.01639324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009104830749561903,"score_gpt":0.2160461134626224,"score_spread":0.2069412827130605,"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."}}