{"id":"W2016163895","doi":"10.4043/22047-ms","title":"Ice-Soil-Pipeline Interactions Using Coupled Eulerian-Lagrangian (CEL) Ice Gouge Simulations - Extracts from Ice Pipe JIP","year":2011,"lang":"en","type":"article","venue":"OTC Arctic Technology Conference","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subsea; Pipeline transport; Pipeline (software); Arctic; Seabed gouging by ice; Marine engineering; Geology; Permafrost; Petroleum engineering; Iceberg; Sea ice; Geotechnical engineering; Environmental science; Arctic ice pack; Engineering; Drift ice; Oceanography; Mechanical engineering; Environmental engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007541272,0.0004128286,0.0004107548,0.0004145908,0.0002044468,0.00006057364,0.0005503496,0.0005009649,0.0008868353],"category_scores_gemma":[0.0002859334,0.000441684,0.00009425373,0.0006318334,0.0002048929,0.0002954275,0.0001167768,0.0009987613,0.0000852513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001319628,"about_ca_system_score_gemma":0.00005396875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001372494,"about_ca_topic_score_gemma":0.0008811046,"domain_scores_codex":[0.9982557,0.00002504932,0.0005031458,0.0004728749,0.000173707,0.000569563],"domain_scores_gemma":[0.9985974,0.0001955702,0.0001058111,0.0007843155,0.0001629117,0.000153985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000101309,0.000429545,0.001654376,0.0002803424,0.0007146182,0.0001665774,0.002409776,0.36696,0.5827344,0.02474905,0.0002238472,0.01957612],"study_design_scores_gemma":[0.0007558306,0.00006293806,0.004919513,0.0002414466,0.0002198242,0.00009513721,0.0003665242,0.9602835,0.01005814,0.01707188,0.00505233,0.0008728976],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5482717,0.0002829415,0.4454148,0.000298429,0.0008996613,0.0002482998,0.00006733408,0.002400947,0.00211593],"genre_scores_gemma":[0.9835747,0.00004448082,0.01592149,0.0000448605,0.00009928048,0.00002314135,0.00004006043,0.00007290426,0.0001791107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5933235,"threshold_uncertainty_score":0.9998035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02938984045010918,"score_gpt":0.2383247537218492,"score_spread":0.2089349132717401,"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."}}