{"id":"W2783148942","doi":"10.14359/51714475","title":"Partial Material Strength Reduction Factors: for ACI 318?","year":2019,"lang":"en","type":"article","venue":"ACI Structural Journal","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Materials science; Reduction (mathematics); Composite material; Structural engineering; Strength reduction; Engineering; Mathematics; Finite element method; Geometry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033907,0.001039006,0.0007016727,0.001087188,0.0004306055,0.001028938,0.001109982,0.001043826,0.009036508],"category_scores_gemma":[0.008924297,0.0003734964,0.0007431917,0.0006894279,0.0006373148,0.001125603,0.0005093495,0.0009544134,0.002958562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008071274,"about_ca_system_score_gemma":0.001714954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001802714,"about_ca_topic_score_gemma":0.002713459,"domain_scores_codex":[0.9969229,0.0007441282,0.0001325837,0.0003980973,0.001663725,0.0001385403],"domain_scores_gemma":[0.9958788,0.0009444521,0.0006382896,0.0009610186,0.001507579,0.00006972619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006360559,0.0003626305,0.01063981,0.0006572179,0.0001434848,0.0001447211,0.0001789835,0.08629815,0.03777065,0.05766993,0.02087921,0.7846192],"study_design_scores_gemma":[0.0003767659,0.002987641,0.02786564,0.0007433938,0.0002979151,0.001626369,0.0003113076,0.492674,0.09940343,0.1108329,0.2625606,0.000319985],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1099111,0.003518128,0.7967924,0.003385915,0.0003920416,0.0007853812,0.0009730236,0.002386149,0.08185586],"genre_scores_gemma":[0.558804,0.0009107264,0.4251733,0.0005882863,0.000235881,0.0005574597,0.001119185,0.0004194256,0.01219173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009036508,"threshold_uncertainty_score":0.03023016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06237375121631043,"score_gpt":0.3332503195995284,"score_spread":0.270876568383218,"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."}}