{"id":"W7094685211","doi":"","title":"Design and Implementation\\nof the\\nManitoba Constrained-Width Tall Wall Barrier","year":2017,"lang":"","type":"article","venue":"Insecta mundi","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Manitoba","funders":"","keywords":"Deck; Bridge (graph theory); Span (engineering); Cantilever; Footprint; Bridge deck; Base (topology)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006125358,0.0004440522,0.0004267955,0.0001439637,0.001594376,0.0008314445,0.0006243575,0.0001831215,0.002319883],"category_scores_gemma":[0.0000649922,0.0003947342,0.0002049996,0.0001352014,0.0004563986,0.0009425159,0.00005251976,0.0003815082,0.00008772251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008176526,"about_ca_system_score_gemma":0.0001480405,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01038722,"about_ca_topic_score_gemma":0.01096809,"domain_scores_codex":[0.9978178,0.0001220931,0.0007056415,0.0003845605,0.0003625004,0.0006074701],"domain_scores_gemma":[0.9980529,0.000275993,0.0003223683,0.0009552916,0.0001199783,0.0002734635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007685603,0.0003739504,0.5385543,0.001081495,0.01063802,0.0003866444,0.0971892,0.03621724,0.03998176,0.01791337,0.00483462,0.2520609],"study_design_scores_gemma":[0.004092194,0.0003201932,0.9365964,0.0001455082,0.001412779,0.0000600921,0.001238603,0.03520581,0.001165017,0.00233889,0.01608502,0.001339493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8547218,0.002695239,0.1290023,0.003665653,0.001405289,0.001789187,0.0003870852,0.000253791,0.006079687],"genre_scores_gemma":[0.9957804,0.001288313,0.002035622,0.0003086548,0.0001937525,0.00003863442,0.0000499351,0.00006411462,0.00024056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3980421,"threshold_uncertainty_score":0.9998505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02483447353548746,"score_gpt":0.2764704126633797,"score_spread":0.2516359391278922,"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."}}