{"id":"W2069262358","doi":"10.1115/imece2006-13958","title":"Combined Effects of Stress Concentration and Fatigue on the Reliability of Notched Laminates","year":2006,"lang":"en","type":"article","venue":"Design Engineering and Computers and Information in Engineering, Parts A and B","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Composite laminates; Materials science; Composite material; Stiffness; Composite number; Stress concentration; Stress (linguistics); Structural engineering; Aerospace; Reliability (semiconductor); Fatigue limit; Fracture mechanics; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0006191671,0.0001418222,0.0002452769,0.0001154185,0.00003414752,0.00007536402,0.00007906331,0.00006196779,8.1554e-7],"category_scores_gemma":[0.0003759727,0.00009683066,0.00001858397,0.0001734154,0.00006564043,0.0003312042,0.00003258479,0.00008928929,1.358358e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008294053,"about_ca_system_score_gemma":0.000008268464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001971734,"about_ca_topic_score_gemma":2.028878e-7,"domain_scores_codex":[0.9990591,0.00002927637,0.0004552166,0.0001302783,0.0001973847,0.0001286766],"domain_scores_gemma":[0.9982715,0.001382637,0.0001051849,0.0001307974,0.00006528583,0.00004454521],"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":[0.00002261605,0.00002657269,0.001764689,0.0003695196,0.000008736262,7.843956e-7,0.0008244201,0.9673347,0.0005931215,0.02703673,0.0001133263,0.001904717],"study_design_scores_gemma":[0.0004586799,0.0001686442,0.04969842,0.0001895486,0.000006908336,0.000002333613,0.00003628367,0.9468242,0.002056991,0.0003216489,0.0001221785,0.0001141867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5295679,0.0001477854,0.4698841,0.00005219161,0.00009749367,0.000211431,0.000003866523,0.00002024652,0.00001502813],"genre_scores_gemma":[0.9970347,0.00007412774,0.002840315,0.00001330522,0.00001209281,0.00001399168,0.000003245302,0.00000435329,0.000003814064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4674669,"threshold_uncertainty_score":0.394864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0139865698566147,"score_gpt":0.2137744200586287,"score_spread":0.199787850202014,"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."}}