{"id":"W3110871983","doi":"10.4231/d3xs5jh72","title":"Seismic Performance Evaluation and Design of Multi-Tiered Steel Concentrically Braced Frames","year":2014,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Braced frame; Structural engineering; Steel frame; Geology; Forensic engineering; Computer science; Engineering; Frame (networking); Mechanical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004903019,0.0001879086,0.000276906,0.0001891548,0.00007892592,0.00005043422,0.0001437452,0.0001560507,0.00002768053],"category_scores_gemma":[0.000156706,0.0001745587,0.00005435609,0.0003083387,0.00004608818,0.0002172502,0.000033843,0.0001466156,0.000002009295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000132595,"about_ca_system_score_gemma":0.00003275172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002122606,"about_ca_topic_score_gemma":0.00003522036,"domain_scores_codex":[0.9988352,0.0001084026,0.0003478865,0.0001943572,0.0002562778,0.0002578764],"domain_scores_gemma":[0.9992773,0.00008655245,0.0001139811,0.0002689617,0.0001521641,0.0001010219],"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":[0.00001803033,0.00001509327,0.008881176,0.0000258345,0.00003535507,2.149889e-7,0.00009949379,0.9219607,0.008872923,0.0001629579,0.00009130205,0.05983689],"study_design_scores_gemma":[0.0004993871,0.0000638618,0.07130655,0.00002613559,0.00006011629,0.000005660341,0.00001954724,0.9138161,0.01385888,0.0001076001,0.00005917374,0.0001770043],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3835183,0.0006855378,0.6151604,0.0000696655,0.00003636233,0.0003248645,0.00000368377,0.0001638604,0.00003729654],"genre_scores_gemma":[0.9017559,0.0004158532,0.09751517,0.0001109578,0.00003053336,0.00008150835,0.00001638452,0.00002781498,0.00004587368],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5182375,"threshold_uncertainty_score":0.7118296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119875984285001,"score_gpt":0.2185379196468749,"score_spread":0.2065503212183748,"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."}}