{"id":"W4245886100","doi":"10.1115/ipc2010-31579","title":"Full Scale Cyclic Fatigue Testing of Dented Pipelines and Development of a Validated Dented Pipe Finite Element Model","year":2010,"lang":"en","type":"article","venue":"2010 8th International Pipeline Conference, Volume 1","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Indentation; Pipeline (software); Structural engineering; Full scale; Pipeline transport; Displacement (psychology); Scale (ratio); Finite element method; Test data; Engineering; Geology; Computer science; 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":[0.0006127745,0.0004001948,0.0004720512,0.0006231447,0.0002493873,0.000575345,0.00149568,0.001106928,0.001816258],"category_scores_gemma":[0.001315763,0.0005102922,0.0005282565,0.000319077,0.0004692482,0.0004745493,0.0005025034,0.0005031936,0.0005421762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000485043,"about_ca_system_score_gemma":0.0007865559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007502702,"about_ca_topic_score_gemma":0.007772092,"domain_scores_codex":[0.9997221,0.00003944735,0.0000296512,0.00003806429,0.000148061,0.00002267698],"domain_scores_gemma":[0.9994728,0.0001617686,0.00006763337,0.000114685,0.0001644486,0.0000186255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001965293,0.00003946198,0.001161277,0.00005081352,0.000005912096,0.0000569929,0.00005540196,0.9818292,0.009693387,0.0005674405,0.0002015776,0.006318894],"study_design_scores_gemma":[0.000003908661,0.00003572442,0.0009698569,0.00000774716,0.00000286212,0.00001950878,0.00001214812,0.996465,0.0017666,0.00009393382,0.0006151718,0.00000748921],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4320904,0.0002753939,0.5433722,0.0002004665,0.00004141309,0.0007088377,0.003663437,0.001624907,0.01802304],"genre_scores_gemma":[0.8512321,0.0003530295,0.1372193,0.00006921985,0.000008686598,0.0008379057,0.002469293,0.0001578511,0.007652654],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007502702,"threshold_uncertainty_score":0.01491809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03948303479193244,"score_gpt":0.2650656981682264,"score_spread":0.225582663376294,"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."}}