{"id":"W2044006064","doi":"10.1115/ipc2012-90495","title":"Evaluation of Anisotropic Pipe Steel Stress-Strain Relationships Influence on Strain Demand","year":2012,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Materials science; Deformation (meteorology); Structural engineering; Strain hardening exponent; Stress–strain curve; Tension (geology); Compression (physics); Elastic modulus; Stress (linguistics); Pipeline transport; Hardening (computing); Strain (injury); Plasticity; Geotechnical engineering; Composite material; Geology; Engineering; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003459769,0.0004578332,0.0001968199,0.0007777454,0.0001402321,0.0002906052,0.0002272894,0.0002704286,0.001143211],"category_scores_gemma":[0.0009611895,0.0001761685,0.0002106226,0.0007259474,0.0002415472,0.0002499023,0.000161159,0.0001460733,0.0001717223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001567801,"about_ca_system_score_gemma":0.000177995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001350739,"about_ca_topic_score_gemma":0.002019177,"domain_scores_codex":[0.9997316,0.00004863936,0.00001862634,0.00004167993,0.0001288059,0.00003068629],"domain_scores_gemma":[0.9994272,0.0002714966,0.0001029079,0.00006353883,0.0001161943,0.00001874743],"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":[0.0006613734,0.0001967459,0.0430377,0.0001988727,0.00003778948,0.0007092569,0.0003293158,0.2368827,0.6590251,0.001119152,0.0003023733,0.05749966],"study_design_scores_gemma":[0.00001438028,0.0006567654,0.09785635,0.00001719491,0.00003933466,0.0003024533,0.0003033145,0.6566387,0.2424764,0.0004436322,0.001190759,0.00006063562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851297,0.00003965839,0.01229311,0.00001284578,0.000003205348,0.00001768148,0.0001869435,0.00006895557,0.002247847],"genre_scores_gemma":[0.9964946,0.00005370918,0.003059523,0.000002377257,0.000001352424,0.00000744565,0.0000872622,0.00001552156,0.0002783141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001350739,"threshold_uncertainty_score":0.003824413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04637235431461347,"score_gpt":0.2800364678215161,"score_spread":0.2336641135069027,"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."}}