{"id":"W4233766608","doi":"10.32920/ryerson.14657643","title":"Development Of Precast Barrier Wall System For Bridge Decks","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Precast concrete; Structural engineering; Engineering; Deck; Bridge (graph theory)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003608151,0.0004564209,0.0002801087,0.0007251616,0.0004089,0.0004802089,0.0008652832,0.0005170331,0.002409651],"category_scores_gemma":[0.0005870397,0.0002852233,0.000302743,0.0003105131,0.0002191853,0.0005385656,0.0005371686,0.0004152897,0.0007746418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002448787,"about_ca_system_score_gemma":0.000589459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000578442,"about_ca_topic_score_gemma":0.001568404,"domain_scores_codex":[0.9995912,0.00003339524,0.00002428422,0.00007053427,0.0002296941,0.0000508283],"domain_scores_gemma":[0.9996883,0.00002543077,0.00004073079,0.00005033679,0.0001514995,0.00004376878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001465333,0.0001109187,0.004499863,0.0003529449,0.00001835323,0.000561429,0.0003135724,0.005019211,0.9357754,0.001577026,0.0007582697,0.05086637],"study_design_scores_gemma":[0.00005101554,0.003301132,0.02530151,0.00009941867,0.00006999641,0.001118881,0.0003770158,0.02330202,0.9237538,0.0003032241,0.02226184,0.00006007724],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9372749,0.0003761669,0.05596772,0.00007150116,0.0001068884,0.0002849741,0.0001914346,0.0007255947,0.005000913],"genre_scores_gemma":[0.9334812,0.0003032504,0.05929095,0.00003060788,0.00001334275,0.0001360858,0.0003324903,0.00005470722,0.006357449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002409651,"threshold_uncertainty_score":0.008061051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02641171663182775,"score_gpt":0.2436224707961335,"score_spread":0.2172107541643057,"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."}}