{"id":"W4250303603","doi":"10.32920/ryerson.14656971.v1","title":"Unified approach for bridge deck design","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Deck; Structural engineering; Orthotropic material; Girder; Bending moment; Bridge deck; Flexural rigidity; Bridge (graph theory); Deflection (physics); Structural rigidity; Rigidity (electromagnetism); Engineering; Finite element method; Physics","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":[0.0007645174,0.001044217,0.0011981,0.001429546,0.0006622634,0.001981322,0.001553867,0.0009769445,0.007027769],"category_scores_gemma":[0.001214017,0.0007569783,0.001245957,0.001229377,0.0006962227,0.001343301,0.001518094,0.001191624,0.002241892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009785827,"about_ca_system_score_gemma":0.001469681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003284792,"about_ca_topic_score_gemma":0.006494376,"domain_scores_codex":[0.9992267,0.0002023176,0.00004701198,0.0001178295,0.000338889,0.00006726254],"domain_scores_gemma":[0.9997024,0.00004182006,0.00002381166,0.00005365656,0.0001616428,0.00001664815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003021469,0.00005303856,0.0006921907,0.0002018926,0.00003893736,0.0001722213,0.0001590962,0.6214808,0.005680531,0.2255698,0.005141281,0.14078],"study_design_scores_gemma":[0.000009790531,0.00005309439,0.000279825,0.00005250617,0.0000245226,0.00009820085,0.00006100035,0.9171083,0.00140689,0.05269397,0.02819008,0.00002188872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002132451,0.0002321475,0.9875318,0.00004189315,0.00003345602,0.00004121028,0.00008439317,0.0001044195,0.009798117],"genre_scores_gemma":[0.1639029,0.001497365,0.8151004,0.0001080764,0.00008947686,0.0004038725,0.0004543258,0.0002945583,0.01814903],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007027769,"threshold_uncertainty_score":0.02351028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06126439845727176,"score_gpt":0.2596219428139211,"score_spread":0.1983575443566494,"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."}}