{"id":"W2335945223","doi":"10.14359/51682293","title":"Stepped Beam with Multiple Load Combinations","year":2010,"lang":"en","type":"article","venue":"","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Sierra leone; Environmental protection; Ancient history; Ethnology; History","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":[0.00001503785,0.00004682481,0.00004848693,0.00002299434,0.00003290111,0.00002003628,0.00003769748,0.00002327554,0.0003607329],"category_scores_gemma":[0.000008130886,0.00003195396,0.0000145809,0.0001100727,0.000009482433,0.00006741341,0.000004034522,0.00006073654,0.00002210301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008341274,"about_ca_system_score_gemma":0.000003954496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003111289,"about_ca_topic_score_gemma":0.000647622,"domain_scores_codex":[0.9997636,0.000001103178,0.00005403427,0.00004939213,0.00006972991,0.00006212429],"domain_scores_gemma":[0.9998252,0.00001235217,0.000006331459,0.00008329048,0.00004723918,0.0000255751],"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":[0.0000105735,0.00006290287,0.04545292,0.00002577874,0.0001922109,0.000002632806,0.000335134,0.8476979,0.08045028,0.008852416,0.00401646,0.0129008],"study_design_scores_gemma":[0.0008085067,0.00001986797,0.04430394,0.000002730087,0.00002871842,0.000004067025,0.00004221855,0.9326693,0.01921396,0.0001369165,0.002576431,0.0001933849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653953,0.000007476237,0.01942037,0.00006271205,0.0001300473,0.00006515981,0.00000184861,0.0002418751,0.01467523],"genre_scores_gemma":[0.9929663,0.000002317252,0.006399212,0.00001525911,0.00001836803,0.000003972457,0.00001144635,0.000006967568,0.0005761362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08497137,"threshold_uncertainty_score":0.3949772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002814577871679716,"score_gpt":0.1659838524410469,"score_spread":0.1631692745693672,"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."}}