{"id":"W2752383853","doi":"10.1016/j.engfailanal.2017.08.018","title":"Nominal moment capacity of partially deteriorated AISC W-section beams","year":2017,"lang":"en","type":"article","venue":"Engineering Failure Analysis","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Flange; Structural engineering; Girder; Beam (structure); Flexural strength; Moment of inertia; Bending moment; Materials science; Moment (physics); Engineering; Physics","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":[0.00009752206,0.0002366309,0.0004229915,0.0003055538,0.00009964537,0.0001013301,0.0003309433,0.0001240494,0.0001087056],"category_scores_gemma":[0.0000331557,0.0002451706,0.0002813558,0.0003181933,0.00003913933,0.0002871668,0.00004290245,0.0001935802,0.000009242518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001018984,"about_ca_system_score_gemma":0.000009017431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000254085,"about_ca_topic_score_gemma":0.00005856289,"domain_scores_codex":[0.9989601,0.000006722195,0.000338854,0.0001915991,0.0002186132,0.0002840965],"domain_scores_gemma":[0.9990224,0.00001577764,0.0001144883,0.0006650331,0.00007388385,0.000108471],"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":[0.000004032729,5.99289e-7,0.003429833,0.00003697215,0.0007895179,0.000005469133,0.00009195385,0.7586663,0.2359235,0.0000393803,0.00003079744,0.000981595],"study_design_scores_gemma":[0.0003928029,0.00005593235,0.09607527,0.00003797088,0.001698064,0.000008357772,0.00002066405,0.5965093,0.3025686,0.000005198176,0.002056355,0.0005713838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8796818,0.00002562645,0.1195712,0.00002312796,0.0003063344,0.00007752833,0.00001442686,0.0002176219,0.00008227211],"genre_scores_gemma":[0.9938747,0.000005843335,0.005882593,0.000001744631,0.000124795,0.0000163977,0.0000181005,0.00002949649,0.00004631324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.162157,"threshold_uncertainty_score":0.9997765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026055323741663,"score_gpt":0.2090760225877637,"score_spread":0.1988154693503471,"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."}}