{"id":"W6991743890","doi":"","title":"Inelastic performance of welded cold-formed steel strap braced walls","year":2008,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Welding; Ductility (Earth science); Stiffness; Seismic analysis; Limit load; Seismic loading; Construction industry; Void (composites)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002892154,0.001058784,0.001384344,0.0008234797,0.0005431391,0.0000531498,0.00090462,0.0009955115,0.0003101923],"category_scores_gemma":[0.0003564956,0.001140499,0.0005654595,0.001141473,0.00007678812,0.0007154706,0.00007740258,0.001818001,0.0002315795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007167363,"about_ca_system_score_gemma":0.0000616543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000179865,"about_ca_topic_score_gemma":0.0004987857,"domain_scores_codex":[0.995633,0.0001060551,0.001426074,0.0008300337,0.001090569,0.0009142378],"domain_scores_gemma":[0.9974611,0.0002525208,0.0005402124,0.0009792491,0.0004265832,0.000340341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002604657,0.00008358126,0.0002140184,0.002254653,0.001466792,0.00005729108,0.00003417356,0.01518768,0.9551476,0.002632695,0.00001647603,0.02264456],"study_design_scores_gemma":[0.001368999,0.0002332458,0.01983653,0.000973295,0.0007009764,0.00004332052,0.0001677199,0.003263161,0.9682043,0.0003375255,0.003036806,0.001834107],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683472,0.0003451934,1.416214e-7,0.000001436167,0.001303422,0.0005038071,0.0005254074,0.0006124509,0.02836096],"genre_scores_gemma":[0.9919795,0.0007729345,0.0004820706,0.00001820282,0.00005701958,0.00008383279,0.0008020657,0.0003134376,0.00549094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02363232,"threshold_uncertainty_score":0.9991045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01105622990256827,"score_gpt":0.2095160112926235,"score_spread":0.1984597813900552,"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."}}