{"id":"W1975712130","doi":"10.1115/1.4023431","title":"Framework for a Combined Netting Analysis and Tsai-Wu-Based Design Approach for Braided and Filament-Wound Composites","year":2013,"lang":"en","type":"article","venue":"Journal of Pressure Vessel Technology","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Netting; Piping; Structural engineering; Fiber; Materials science; Composite number; Filament winding; Composite material; Ultimate tensile strength; Mechanical engineering; 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":[0.002147876,0.000195114,0.0007574136,0.001089778,0.0001850736,0.0002607966,0.0005826561,0.0003489167,0.00001792804],"category_scores_gemma":[0.005291148,0.000137802,0.0001548453,0.0009809938,0.0002320482,0.0002170387,0.00007652525,0.0002931861,5.587784e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000141472,"about_ca_system_score_gemma":0.00005833937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000298551,"about_ca_topic_score_gemma":2.845317e-7,"domain_scores_codex":[0.9981012,0.0001038953,0.0007955466,0.0003562249,0.0003419464,0.0003011771],"domain_scores_gemma":[0.9931483,0.005049367,0.0006847046,0.0003414039,0.0006623112,0.000113961],"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":[0.001792474,0.001324584,0.04116711,0.0008339892,0.008290149,0.0000214603,0.001050763,0.6560936,0.06674555,0.1273236,0.03258751,0.06276917],"study_design_scores_gemma":[0.001550622,0.0008840297,0.002101439,0.00005471092,0.001061508,0.00003305878,0.0002809144,0.7193595,0.003077876,0.2699396,0.001412363,0.0002443952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01395257,0.0015829,0.9814258,0.002112232,0.00008694739,0.0007735124,0.00001064943,0.00004651272,0.00000889294],"genre_scores_gemma":[0.4789272,0.000007792791,0.5208691,0.00005772945,0.0000312503,0.00005051267,0.000001202404,0.00001020006,0.00004502539],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4649746,"threshold_uncertainty_score":0.6334381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05693117074190637,"score_gpt":0.3176793081698345,"score_spread":0.2607481374279281,"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."}}