{"id":"W4415692800","doi":"10.1061/9780784486511.018","title":"Estimation of Permanent Ground Displacement Demand on Pipelines Buried in Organic Soils","year":2025,"lang":"","type":"article","venue":"","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pipeline transport; Soil water; Finite element method; Foundation (evidence); Displacement (psychology); Shear (geology); Bending; Deformation (meteorology)","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":[0.0002148529,0.0004123201,0.0002140814,0.0008603635,0.0001327388,0.0002545849,0.0003252872,0.0003655367,0.0006994018],"category_scores_gemma":[0.0007017422,0.0002745507,0.0002535922,0.0004880139,0.000290896,0.0004318951,0.0002822991,0.0001587795,0.0001299289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002458294,"about_ca_system_score_gemma":0.000276599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002536204,"about_ca_topic_score_gemma":0.004529059,"domain_scores_codex":[0.9998757,0.0000116388,0.00001062889,0.00002820063,0.00004658987,0.00002726285],"domain_scores_gemma":[0.9995329,0.0001844259,0.0001506616,0.00003998491,0.00006308329,0.00002901752],"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":[0.0005865136,0.0001858648,0.2137078,0.0003031829,0.0000550409,0.0007744121,0.0004609282,0.4855907,0.2449991,0.0004690794,0.0001654279,0.05270185],"study_design_scores_gemma":[0.00001470998,0.0005649037,0.2631361,0.00002887507,0.00004609117,0.0002669405,0.0005917103,0.6757446,0.05901627,0.0002161154,0.0003256778,0.00004803954],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970409,0.00001230654,0.002669021,0.000003380822,9.005527e-7,0.000003324264,0.00008153495,0.00002230626,0.0001661198],"genre_scores_gemma":[0.9983834,0.00003018649,0.001321266,7.976165e-7,5.222004e-7,0.000004528226,0.00009938385,0.000004113187,0.0001558109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002536204,"threshold_uncertainty_score":0.005042851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005447824055121362,"score_gpt":0.2299012003567052,"score_spread":0.2244533763015838,"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."}}