{"id":"W3084149887","doi":"10.33915/etd.3871","title":"Field Performance and Rating Evaluation of a Modular Press-Brake-Formed Steel Tub Girder with a Steel Sandwich Plate Deck","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Structural engineering; Bridge (graph theory); Girder; Span (engineering); Precast concrete; Forensic 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":[0.001106803,0.0007240328,0.0004406489,0.0007463582,0.000466101,0.000323266,0.0008245949,0.0006949831,0.001490916],"category_scores_gemma":[0.001263403,0.0003321856,0.0003708008,0.0003386427,0.0004643618,0.0005204575,0.0003053253,0.0004308593,0.0005733944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005154189,"about_ca_system_score_gemma":0.0003505044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004303981,"about_ca_topic_score_gemma":0.01045591,"domain_scores_codex":[0.9992348,0.0001257384,0.00004270457,0.0001554202,0.0003444131,0.00009694626],"domain_scores_gemma":[0.997871,0.0003538883,0.0001413259,0.0002231247,0.001161981,0.0002486965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00357273,0.005757314,0.03773431,0.0003663298,0.00007905599,0.0004893349,0.0009083077,0.02821399,0.8661829,0.0002750104,0.001313366,0.05510736],"study_design_scores_gemma":[0.0006745974,0.1333246,0.2358697,0.0000742745,0.0002323956,0.0006270991,0.001770017,0.07856782,0.5438176,0.0002003735,0.004724967,0.0001165306],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997265,0.00002673102,0.001737382,0.0000107896,0.00001256191,0.00004666029,0.0001287049,0.00005569443,0.0007163327],"genre_scores_gemma":[0.9962052,0.00003155767,0.002001249,0.00001064668,0.000002853232,0.00001941688,0.000247312,0.00001114724,0.001470735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004303981,"threshold_uncertainty_score":0.008557856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009620124380489474,"score_gpt":0.227230212968608,"score_spread":0.2176100885881185,"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."}}