{"id":"W2514869727","doi":"10.1139/cgj-2015-0496","title":"Numerical parametric study of tunneling-induced joint rotation angle in jointed pipelines","year":2016,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Joint (building); Structural engineering; Stiffness; Rotation (mathematics); Dimensionless quantity; Geotechnical engineering; Pipeline transport; Parametric statistics; Deformation (meteorology); Centrifuge; Soil structure interaction; Geology; Engineering; Mechanics; Geometry; Finite element method; Mathematics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003377679,0.0002118023,0.0003827555,0.0009216759,0.00005620534,0.00003552382,0.0002609467,0.0002254681,0.00005763926],"category_scores_gemma":[0.0006507033,0.0001590041,0.0001041804,0.000853323,0.0000287184,0.0001145687,0.00001576007,0.0006357122,0.000009513165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004652585,"about_ca_system_score_gemma":0.0001308203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005380466,"about_ca_topic_score_gemma":0.003345375,"domain_scores_codex":[0.9982454,0.00005348848,0.0007230184,0.0001940333,0.0002746675,0.0005093656],"domain_scores_gemma":[0.9989533,0.0001094351,0.0000716834,0.0002566674,0.0001021801,0.0005067159],"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":[0.00001914353,0.0001268108,0.0007849846,0.00002437334,0.00006119123,0.0002027272,0.00009359285,0.9409528,0.01628036,0.0001352496,0.0005687044,0.04075007],"study_design_scores_gemma":[0.008510264,0.002694991,0.2563396,0.0009309471,0.0001289313,0.001371718,0.001009789,0.7071806,0.008386092,0.007513068,0.003715295,0.002218743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643227,0.0001166264,0.03431876,0.0003705791,0.0003859666,0.00023397,0.000004647659,0.0001616562,0.00008506268],"genre_scores_gemma":[0.9994698,0.00003444958,0.0002960129,0.0000272422,0.0001108934,0.00001091307,9.448909e-7,0.0000370877,0.00001262828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2555546,"threshold_uncertainty_score":0.813369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0171810034689094,"score_gpt":0.2176896726038967,"score_spread":0.2005086691349872,"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."}}