{"id":"W4404350719","doi":"10.1115/pvp2024-121324","title":"Analytical Modeling of Autofrettaged Cylinders With Consideration to Bauschinger Effect and Reduced Elastic Modulus","year":2024,"lang":"en","type":"article","venue":"","topic":"Material Properties and Failure Mechanisms","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Bauschinger effect; Materials science; Modulus; Elastic modulus; Autofrettage; Composite material","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":[0.00042364,0.0001199592,0.0001999711,0.00007027271,0.00006591454,0.0002068703,0.00005201972,0.0000467793,0.0003953737],"category_scores_gemma":[0.00007038304,0.00007261888,0.00001981225,0.00008264864,0.00003579425,0.0001345078,0.00004561951,0.00005746215,0.00003355748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001682457,"about_ca_system_score_gemma":0.00003760796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001121518,"about_ca_topic_score_gemma":0.00001335197,"domain_scores_codex":[0.9991015,0.00006365804,0.0002025432,0.0002894857,0.0001749114,0.0001679226],"domain_scores_gemma":[0.9996802,0.00005348272,0.00001655449,0.0001256682,0.00003802785,0.00008604833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001586198,0.000006150742,0.000002739019,0.0001441949,0.00001148794,0.000008027489,0.0002450856,0.0114371,0.9804178,0.00725393,0.00006813992,0.0002466672],"study_design_scores_gemma":[0.0001486969,0.0003757422,0.000006161335,0.0001004086,0.00003300927,0.00001154566,0.0000454997,0.7420024,0.2568929,0.000269119,0.00001327173,0.0001012278],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8301541,0.0000303361,0.1683197,0.0004217889,0.0003082159,0.0002222863,0.000003033739,0.00009164902,0.0004488668],"genre_scores_gemma":[0.9929737,9.208099e-7,0.006661955,0.0000828078,0.00004550808,0.0000120182,0.000001397521,0.00001504207,0.0002066643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7305653,"threshold_uncertainty_score":0.4329065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385275182069402,"score_gpt":0.2385380611863147,"score_spread":0.2246853093656207,"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."}}