{"id":"W7161793798","doi":"10.82308/16350","title":"Inelastic performance of screw connected cold-formed steel strap braced walls","year":2009,"lang":"en","type":"dissertation","venue":"","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brace; Bracing; Ductility (Earth science); Seismic analysis; Braced frame; Seismic loading","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006180352,0.0003920294,0.0006453023,0.000361193,0.00004643525,0.00003509751,0.0002760851,0.0003442253,0.0004694178],"category_scores_gemma":[0.00006265619,0.0003685072,0.0001696015,0.0005208764,0.00001724389,0.0001365492,0.000008237011,0.0003682461,0.00005067224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009776804,"about_ca_system_score_gemma":0.00005735917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008047505,"about_ca_topic_score_gemma":0.0004814489,"domain_scores_codex":[0.9984649,0.00001405692,0.0005822632,0.000259318,0.0003533166,0.000326124],"domain_scores_gemma":[0.999145,0.00008749026,0.0001544736,0.0003384255,0.0001837309,0.00009084699],"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":[0.0002446348,0.00004811628,0.001076488,0.003133909,0.001761598,0.00001104473,0.0006790366,0.07339909,0.9040321,0.001049661,0.001435795,0.01312849],"study_design_scores_gemma":[0.0008597104,0.0002040093,0.2604738,0.000689751,0.0005933032,0.0000046847,0.0003562241,0.09229556,0.6433285,0.00004533292,0.0001442748,0.001004802],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798507,0.0002463099,0.00002312328,0.000003119611,0.0003308365,0.0002183944,0.0000175771,0.0003877666,0.01892219],"genre_scores_gemma":[0.991241,0.0001181895,0.0005249868,0.000008911516,0.00005496822,0.00001124376,0.000687584,0.00006080035,0.007292327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2607036,"threshold_uncertainty_score":0.9998767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006435970972657547,"score_gpt":0.2124667690066742,"score_spread":0.2060307980340166,"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."}}