{"id":"W7115710764","doi":"10.71846/18-wcee-3049","title":"TOWARDS MORE EFFICIENT FOOTINGS FOR CONCENTRICALLY BRACED FRAMES: EFFECTS OF VARIABILITY","year":2025,"lang":"en","type":"article","venue":"World Conference of Earthquake Engineering","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Seismic analysis; Braced frame; Ductility (Earth science); Earthquake engineering; Structural system; Building code; Frame (networking)","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":[0.0002600981,0.0001982467,0.0004748062,0.0002953387,0.00002452053,0.00001793216,0.0002282849,0.0000731958,0.0000194161],"category_scores_gemma":[0.0003899098,0.0002024707,0.0001707437,0.0006936816,0.0000450471,0.00005924208,0.00003801556,0.0001592984,9.51786e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003745313,"about_ca_system_score_gemma":0.00006409294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001426509,"about_ca_topic_score_gemma":0.000002622754,"domain_scores_codex":[0.9989002,0.0000119154,0.0004391301,0.0001967029,0.0001577687,0.0002942692],"domain_scores_gemma":[0.9990022,0.0004207423,0.00006272103,0.0002909765,0.0001643588,0.00005897311],"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":[0.00001996223,0.00006037509,0.001529881,0.002544616,0.000277118,0.00000140014,0.0003993693,0.9273245,0.01722964,0.007780908,0.0001327303,0.04269952],"study_design_scores_gemma":[0.0005032712,0.00002841942,0.01495922,0.000547868,0.0000888526,2.488926e-7,0.00002538031,0.9154091,0.06707948,0.000105558,0.001059825,0.0001927819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6392536,0.0002372896,0.3591511,0.0000673474,0.000277799,0.0002550078,0.000009813179,0.0001305908,0.000617559],"genre_scores_gemma":[0.9962556,0.00002081741,0.003517423,0.00002389967,0.00002754654,0.00002732896,0.000006653514,0.00001644249,0.0001043095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.357002,"threshold_uncertainty_score":0.8256516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008005920402967413,"score_gpt":0.214023800745173,"score_spread":0.2060178803422056,"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."}}