{"id":"W2331032405","doi":"10.1139/cgj-2012-0185","title":"Modelling the embedment process during offshore pipe-laying on fine-grained soils","year":2012,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Embedment; Centrifuge; Subsea; Geotechnical engineering; Submarine pipeline; Geology; Pipeline transport; Pore water pressure; Displacement (psychology); Silt; Engineering; Structural engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003815111,0.0003165332,0.0002562176,0.0002462663,0.0004977799,0.0001512364,0.0004935162,0.0002618211,0.00008120942],"category_scores_gemma":[0.00009554224,0.0002361378,0.0001656315,0.0003016147,0.00005808635,0.0001791059,0.00002305747,0.001644982,0.00002443595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000471777,"about_ca_system_score_gemma":0.00009858287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004956886,"about_ca_topic_score_gemma":0.0001505932,"domain_scores_codex":[0.9978655,0.00002854436,0.000407523,0.0001741746,0.0003650848,0.001159169],"domain_scores_gemma":[0.9984293,0.00009084089,0.00004721875,0.000349922,0.00005170992,0.001030991],"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":[0.000005696494,0.000008349327,0.00002525984,0.00002414061,0.00003476771,0.00002457229,0.0001046062,0.9971706,0.0002205311,0.0005540046,0.0003952644,0.001432206],"study_design_scores_gemma":[0.0004498473,0.00005417404,0.001246875,0.0001939459,0.00005048052,0.0008599025,0.0001656784,0.9821474,0.0008489114,0.001339314,0.0119776,0.0006658551],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8946033,0.001507719,0.09733269,0.001749553,0.001631302,0.0004465452,0.00002060097,0.0007296061,0.001978668],"genre_scores_gemma":[0.9986107,0.00004885231,0.0002714455,0.0001226348,0.0007927906,0.0000307267,0.000003455311,0.00006825809,0.00005108931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1040074,"threshold_uncertainty_score":0.9629421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158398868973994,"score_gpt":0.2069822781862845,"score_spread":0.1953982894965445,"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."}}