{"id":"W196970292","doi":"","title":"Prediction of Fracture In Wrinkled Energy Pipelines Subjected to Cyclic Deformations","year":2007,"lang":"en","type":"article","venue":"International Journal of Offshore and Polar Engineering","topic":"Mechanical stress and fatigue analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Windsor","funders":"","keywords":"Materials science; Fracture (geology); Pipeline transport; Structural engineering; Geotechnical engineering; Composite material; Forensic engineering; 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":[0.0003103479,0.0005029368,0.0004977697,0.0005573496,0.0004501945,0.0005687328,0.0007957098,0.001540374,0.00102659],"category_scores_gemma":[0.001330105,0.0005196022,0.000559008,0.0003526557,0.0005969515,0.0004641451,0.0003683245,0.0004993287,0.0001361518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006509189,"about_ca_system_score_gemma":0.0006624546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01794773,"about_ca_topic_score_gemma":0.01180924,"domain_scores_codex":[0.9999111,0.00001417242,0.000005153158,0.00002237565,0.00002168951,0.00002557192],"domain_scores_gemma":[0.9993221,0.0003937136,0.0000962461,0.0000373205,0.0001014373,0.00004935109],"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":[0.00009584978,0.00004206081,0.005702416,0.00001489257,0.00001254207,0.0001542387,0.00003028432,0.9873483,0.003398186,0.0001509,0.00005580587,0.002994509],"study_design_scores_gemma":[0.000002412033,0.00002814511,0.001598163,0.000001191366,0.000002255299,0.000008844392,0.000009055936,0.9978471,0.0004418061,0.00004890175,0.000009585311,0.000002674062],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863408,0.00004643325,0.0127232,0.00003954819,0.000008138163,0.0000147029,0.00008203107,0.0000933195,0.0006518452],"genre_scores_gemma":[0.9985435,0.00001854533,0.001095837,0.000002770065,0.000002037968,0.000005635578,0.00003616815,0.000007956644,0.0002875756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01794773,"threshold_uncertainty_score":0.03568655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008250697469495721,"score_gpt":0.2155025004437846,"score_spread":0.2072518029742889,"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."}}