{"id":"W7161843432","doi":"10.82308/25645","title":"Higher capacity cold-formed steel sheathed and framed shear walls for mid-rise buildings: part 1","year":2018,"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":"Shear wall; Framing (construction); Shear (geology); Cold-formed steel; Ductility (Earth science); Shear force","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":[0.0001521719,0.0005052849,0.0006820029,0.0002215989,0.0001375934,0.0001396224,0.0002327616,0.0006261027,0.0006975466],"category_scores_gemma":[0.00008665237,0.0004557173,0.0002290188,0.0002129677,0.00005147767,0.0001458259,0.00001416361,0.0003167911,0.00003572062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001557875,"about_ca_system_score_gemma":0.0000239683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002586671,"about_ca_topic_score_gemma":0.0002910864,"domain_scores_codex":[0.9982392,0.00001634566,0.0004627302,0.0005005733,0.000287739,0.0004933848],"domain_scores_gemma":[0.9989924,0.0001308299,0.00009882959,0.0004118145,0.0001783676,0.0001877417],"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":[0.000729401,0.0001178141,0.001394465,0.00836709,0.007149062,0.00001390982,0.007637928,0.0009191355,0.7952489,0.00506683,0.1562953,0.01706014],"study_design_scores_gemma":[0.002879059,0.0002991629,0.02077207,0.0008523042,0.002144688,0.000006772368,0.00121761,0.01029849,0.7241467,0.002330831,0.2317722,0.003280156],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877281,0.0004011418,0.0001518869,0.00003018919,0.001743961,0.0006808771,0.00009849303,0.0006036935,0.008561633],"genre_scores_gemma":[0.9100833,0.0001890873,0.0291084,0.0001078268,0.001476445,0.0004777631,0.0009811932,0.0003842408,0.05719174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07764482,"threshold_uncertainty_score":0.9997895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507660267731264,"score_gpt":0.2395673693222946,"score_spread":0.224490766644982,"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."}}