{"id":"W7043789854","doi":"","title":"UHPC Decked I-Beam for Accelerated Bridge Construction","year":2023,"lang":"en","type":"article","venue":"Lincoln (University of Nebraska)","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precast concrete; Formwork; Bridge (graph theory); Durability; Service life; Superstructure; Box girder","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":[0.000370033,0.0002956108,0.0001729062,0.0007962179,0.0003279596,0.0002725745,0.0004425309,0.000238132,0.004232015],"category_scores_gemma":[0.0002547668,0.0002064699,0.0001871969,0.0005401958,0.0001949694,0.0002875951,0.0004778826,0.000406238,0.001203808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004898412,"about_ca_system_score_gemma":0.0006262031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00264486,"about_ca_topic_score_gemma":0.01156461,"domain_scores_codex":[0.9996427,0.00003615462,0.00001190515,0.00004827957,0.0002335156,0.00002734487],"domain_scores_gemma":[0.9998221,0.00001435627,0.00003383488,0.00002845804,0.00007886932,0.00002236923],"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":[0.0001620951,0.0001073352,0.003637093,0.0003320173,0.000009321348,0.0002152574,0.0001547044,0.003914191,0.850285,0.001527438,0.001818562,0.137837],"study_design_scores_gemma":[0.00007501151,0.002041684,0.04848828,0.0001630083,0.00004758065,0.00109024,0.000253781,0.01122403,0.8054657,0.0003419585,0.1307644,0.00004431132],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.726453,0.003199966,0.195511,0.0001960207,0.0001592058,0.000611239,0.001077953,0.001660778,0.07113083],"genre_scores_gemma":[0.8028721,0.001438813,0.1670356,0.00006464659,0.00001381228,0.0002076819,0.001063854,0.0001636706,0.02713991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004232015,"threshold_uncertainty_score":0.01415753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0380704533981795,"score_gpt":0.2294895030070119,"score_spread":0.1914190496088324,"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."}}