{"id":"W4411699137","doi":"10.1002/9781119909668.ch13","title":"Pipeline/Soil Interaction Modeling in Support of Pipeline Engineering Design and Integrity","year":2025,"lang":"en","type":"other","venue":"","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Pipeline (software); Computer science; Engineering; Programming language","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":[0.0003555686,0.0005481523,0.0005707037,0.0005316049,0.0005307202,0.001581138,0.001220744,0.0008974399,0.006727851],"category_scores_gemma":[0.001125492,0.0004227696,0.0005481197,0.0005848781,0.0004389487,0.00126643,0.001260777,0.0008438882,0.001246992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000559609,"about_ca_system_score_gemma":0.00145295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006644269,"about_ca_topic_score_gemma":0.01226146,"domain_scores_codex":[0.9997913,0.00004659292,0.00001083401,0.00002680099,0.0001047128,0.000019673],"domain_scores_gemma":[0.9997181,0.0001233714,0.00003397446,0.00003215555,0.00007597464,0.00001632261],"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":[0.00001101872,0.00002147396,0.0007113835,0.00005810913,0.00001011589,0.00007732459,0.00006224016,0.9386764,0.002565256,0.0274903,0.002129881,0.02818658],"study_design_scores_gemma":[0.00000182649,0.000007163972,0.0001080079,0.000009557298,0.000003442692,0.00002283817,0.00001739243,0.9904379,0.0005080861,0.003950483,0.004929433,0.000003854661],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01747723,0.0003576752,0.9335436,0.0005356609,0.00006891978,0.00005010813,0.0003837659,0.001028717,0.04655446],"genre_scores_gemma":[0.619454,0.001743264,0.3417437,0.0001703674,0.0001031587,0.0001977737,0.0008480155,0.0006809173,0.03505886],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006727851,"threshold_uncertainty_score":0.02250689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01516858025894958,"score_gpt":0.2247670302451445,"score_spread":0.2095984499861949,"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."}}