{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00075995,0.0001949984,0.0003076314,0.0001465179,0.0002456371,0.0005412235,0.0005678289,0.0001189166,0.001625314],"category_scores_gemma":[0.0009487732,0.0001180574,0.0001915918,0.0001829734,0.00005523501,0.0006045289,0.00005564291,0.0002330489,0.00007227089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007486327,"about_ca_system_score_gemma":0.00008784608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004506292,"about_ca_topic_score_gemma":4.374209e-7,"domain_scores_codex":[0.9978363,0.00008701843,0.0006229049,0.0003224513,0.0007466915,0.0003846443],"domain_scores_gemma":[0.9986566,0.000316982,0.0002833121,0.0003050329,0.0002584211,0.0001796354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003683826,0.0001444351,0.0240969,0.0001431834,0.0007502834,0.00006335094,0.008434831,0.08923398,0.4852709,0.03666342,0.1104725,0.2410424],"study_design_scores_gemma":[0.0114838,0.003620813,0.1012866,0.0002704755,0.0003976306,0.005676033,0.009688573,0.07814878,0.217668,0.4616822,0.1060064,0.004070722],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781499,0.00003186211,0.01222423,0.0001755636,0.009001009,0.0002286658,0.00005230909,0.00004139977,0.00009506611],"genre_scores_gemma":[0.9928398,0.000003531931,0.004715928,0.00001432499,0.001547894,0.000003184917,0.00001118148,0.00001573563,0.0008484855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4250188,"threshold_uncertainty_score":0.9992873,"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."}}