{"id":"W2145038419","doi":"10.1061/9780784413692.080","title":"Numerical Analysis of Submerged Soil Behavior in Pipeline Installations Crossing Rivers","year":2014,"lang":"en","type":"article","venue":"Pipelines 2014","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Economics","funders":"","keywords":"von Mises yield criterion; Finite element method; Geotechnical engineering; Trench; Overburden; Pipeline (software); Trenchless technology; Stress (linguistics); Geology; Environmental science; Pipeline transport; Engineering; Structural engineering; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001576798,0.0001674623,0.0003844233,0.0004540465,0.00004472071,0.00003043209,0.0001212164,0.0001205675,0.00007292849],"category_scores_gemma":[0.0001162319,0.0001646787,0.0001598519,0.0008625315,0.00005875391,0.00007132382,0.00001861666,0.0001871643,0.000007986258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003653626,"about_ca_system_score_gemma":0.00001114004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002677768,"about_ca_topic_score_gemma":0.0002651674,"domain_scores_codex":[0.9989612,0.0000237495,0.0004316968,0.0001742785,0.0001637791,0.000245275],"domain_scores_gemma":[0.9994828,0.00007344368,0.0000441422,0.0002704907,0.00005198236,0.00007717268],"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":[0.000004685863,0.00002259157,0.007738861,0.00002313037,0.00004644492,0.000001191731,0.00005211559,0.9835307,0.004224523,0.000188415,0.0002275376,0.003939775],"study_design_scores_gemma":[0.0002448909,0.00001102214,0.123205,0.00000919234,0.0001973967,0.000001353821,0.000008958434,0.8737599,0.0005484036,0.0001192332,0.001711126,0.0001836101],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7171251,0.0001564464,0.2810182,0.00005114971,0.0002644856,0.00008001285,0.00001496043,0.0002842977,0.001005387],"genre_scores_gemma":[0.9981958,0.00002380793,0.001566582,0.00001335743,0.00006723167,0.00001025058,0.00003861028,0.00002430102,0.0000600349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2810707,"threshold_uncertainty_score":0.6715404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008231969208205165,"score_gpt":0.2288976438738667,"score_spread":0.2206656746656615,"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."}}