{"id":"W2071193618","doi":"10.4043/23764-ms","title":"Ice Gouge Interaction with Buried Pipelines Assessment Using Advanced Coupled Eulerian Lagrangian","year":2012,"lang":"en","type":"article","venue":"OTC Arctic Technology Conference","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Geotechnical engineering; Geology; Seabed; Pipeline transport; Finite element method; Pipeline (software); Centrifuge; Marine engineering; Material point method; Head (geology); Current (fluid); Engineering; Structural engineering; Mechanical engineering; Geomorphology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008750187,0.0002771771,0.0002831534,0.000222963,0.00009731,0.00003680509,0.0002315788,0.000262787,0.00008431071],"category_scores_gemma":[0.00005147554,0.000246062,0.00003764072,0.0003858839,0.0001173236,0.0002678441,0.00004989942,0.0005541014,0.00001045709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001476347,"about_ca_system_score_gemma":0.00003316405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004623652,"about_ca_topic_score_gemma":0.0000314769,"domain_scores_codex":[0.9988682,0.00001326678,0.000240095,0.0002262659,0.0001448218,0.0005073258],"domain_scores_gemma":[0.9993106,0.00004733941,0.00006149764,0.0003905007,0.00008680698,0.0001032186],"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":[0.0001509442,0.0002906402,0.009182749,0.0007742078,0.0006827476,0.00005074244,0.000777111,0.22622,0.5889261,0.09355926,0.00009757608,0.07928784],"study_design_scores_gemma":[0.00396526,0.0005887917,0.02789004,0.001112902,0.0004570306,0.001035822,0.003168867,0.9017941,0.02126455,0.006277322,0.02935162,0.003093728],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7075676,0.0002130392,0.2882312,0.0003881454,0.0006093136,0.000218092,0.000003562442,0.001683768,0.001085329],"genre_scores_gemma":[0.9769418,0.00002950113,0.02278411,0.00002163584,0.00008654744,0.00003661756,0.000008461166,0.00004437932,0.00004694126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6755741,"threshold_uncertainty_score":0.9999992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192319901633503,"score_gpt":0.2490156336805728,"score_spread":0.2370924346642378,"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."}}