{"id":"W4405361163","doi":"10.1115/ipc2024-133623","title":"Advanced Assessment of Pipeline Stress-Relief","year":2024,"lang":"en","type":"article","venue":"","topic":"Material Properties and Failure Mechanisms","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Pipeline (software); Stress (linguistics); Stress relief; Computer science; Materials science; Operating system; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005450932,0.0006699817,0.0004259861,0.0008804221,0.0001578194,0.0005943471,0.0004826052,0.0007166185,0.001494689],"category_scores_gemma":[0.001006676,0.0002510242,0.0003581378,0.0004386397,0.0002875581,0.0004843112,0.0004781017,0.0004042259,0.0002589342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006157301,"about_ca_system_score_gemma":0.000316784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002992783,"about_ca_topic_score_gemma":0.00256268,"domain_scores_codex":[0.9996436,0.00008677418,0.00001667916,0.00004843396,0.0001764441,0.00002810287],"domain_scores_gemma":[0.9994851,0.0001358215,0.00009239969,0.00005680476,0.0001936202,0.00003616499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005071528,0.0000444368,0.00465731,0.00003465124,0.00001331216,0.00006618337,0.00003709128,0.9731055,0.009396458,0.0006220623,0.0001142518,0.01185816],"study_design_scores_gemma":[0.00000259593,0.00006942581,0.001878157,0.000005260025,0.000003546409,0.00001644808,0.00001236195,0.9952314,0.002154187,0.0003747552,0.0002420416,0.000009723171],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7888721,0.0001770985,0.1985277,0.0001220536,0.0000278154,0.0001330504,0.0006471079,0.0009612197,0.01053185],"genre_scores_gemma":[0.9906139,0.00003517513,0.008593782,0.00000528455,0.000003184107,0.00001529284,0.00008676817,0.000009100717,0.0006373996],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002992783,"threshold_uncertainty_score":0.005950689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01044792163244205,"score_gpt":0.2711003124947686,"score_spread":0.2606523908623266,"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."}}