{"id":"W2085436403","doi":"10.1016/j.strusafe.2005.06.003","title":"Modeling error analysis of shear predicting models for RC beams","year":2005,"lang":"en","type":"article","venue":"Structural Safety","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Shear (geology); Structural engineering; Reinforced concrete; Building code; Engineering; Geotechnical engineering; Computer science; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009919093,0.0002648209,0.0005022729,0.0002330822,0.0001065951,0.00002100177,0.0002688594,0.0001377048,0.00009926609],"category_scores_gemma":[0.00002255757,0.0002436154,0.0003788708,0.0004742567,0.00003739056,0.0004298019,0.00004336427,0.0001767906,0.000001320582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001570402,"about_ca_system_score_gemma":0.00001618587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008910076,"about_ca_topic_score_gemma":0.0000162321,"domain_scores_codex":[0.9984394,0.000009783352,0.000606244,0.0002539084,0.00026687,0.000423841],"domain_scores_gemma":[0.9993213,0.00005482437,0.00006809827,0.0003316654,0.0001129236,0.0001111247],"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":[0.00003661796,9.334534e-8,0.0001354167,0.00002890007,0.0003784957,2.307506e-7,0.0003426399,0.9810596,0.003411102,0.0005819742,0.000003994689,0.01402092],"study_design_scores_gemma":[0.0003857889,0.00002097769,0.0009345828,0.0000145092,0.000679515,0.000003432354,0.00009059296,0.9929404,0.00433046,0.0002927139,0.00003960414,0.0002673897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.889021,0.0001770773,0.1092269,0.00003023007,0.0002193843,0.000307205,0.0002221624,0.0002948286,0.0005011702],"genre_scores_gemma":[0.9634022,0.00001326281,0.03620955,0.00001512145,0.0001467306,0.00001416514,0.000121948,0.00004156161,0.00003550469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07438115,"threshold_uncertainty_score":0.9934348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01852210630905218,"score_gpt":0.2562852839962684,"score_spread":0.2377631776872162,"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."}}