{"id":"W4409656418","doi":"10.1139/cgj-2024-0677","title":"Characterization of layered seabed soil spatial variability and its effect on the bearing capacity of offshore monopile foundations","year":2025,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geotechnical engineering; Bearing capacity; Seabed; Submarine pipeline; Geology; Spatial variability; Bearing (navigation); Environmental science; Oceanography; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006249366,0.0001193128,0.000217221,0.0001626637,0.0001153352,0.00002689928,0.0001565807,0.0001692131,0.00002850341],"category_scores_gemma":[0.000856929,0.00009863446,0.00006381547,0.0002887216,0.00005878293,0.00006079107,0.00001942019,0.0004465255,8.310504e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001575117,"about_ca_system_score_gemma":0.0001044602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008246356,"about_ca_topic_score_gemma":0.0005782569,"domain_scores_codex":[0.9991357,0.00008150341,0.0003470845,0.0001122397,0.0001287384,0.000194764],"domain_scores_gemma":[0.9992304,0.0002692836,0.00005510669,0.0001941282,0.0001046626,0.0001464125],"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":[0.00002644096,0.00003829305,0.001485275,0.0003125441,0.0001076066,0.000002247818,0.0001095871,0.805622,0.1739932,0.00742822,0.00005627958,0.0108183],"study_design_scores_gemma":[0.0003771779,0.0001537012,0.1131948,0.0002719568,0.00005513388,0.00001086482,0.000008851342,0.8561696,0.02807104,0.0008784204,0.0006189237,0.0001895664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657166,0.00001532198,0.03325623,0.0003136932,0.0001774905,0.0002138756,0.00003723534,0.00005199272,0.0002175605],"genre_scores_gemma":[0.9998599,0.00002234018,0.00001943455,0.00002344825,0.00003230188,0.00001157017,0.00000991548,0.00001163876,0.000009504298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1459221,"threshold_uncertainty_score":0.4022197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009474452930510215,"score_gpt":0.1976152098388671,"score_spread":0.1881407569083569,"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."}}