{"id":"W4395063718","doi":"10.1016/j.oceaneng.2024.117830","title":"Turbulent flow around submerged foundation arrays for ocean energy","year":2024,"lang":"en","type":"article","venue":"Ocean Engineering","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Memorial University of Newfoundland","funders":"","keywords":"Foundation (evidence); Turbulence; Marine engineering; Flow (mathematics); Geology; Meteorology; Oceanography; Mechanics; Environmental science; Engineering; Geotechnical engineering; Physics; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0001132788,0.0002002346,0.000163407,0.0002471566,0.0000484718,0.0001982955,0.0001003012,0.00007063861,0.00004278188],"category_scores_gemma":[0.0000164946,0.0002163643,0.0001509824,0.0003255385,0.000006581449,0.0002201883,0.00001027716,0.00009738671,0.00001691153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001324786,"about_ca_system_score_gemma":0.00001358422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004602935,"about_ca_topic_score_gemma":0.00000503067,"domain_scores_codex":[0.9991426,0.000004125522,0.0002433472,0.0002131215,0.00012901,0.0002677686],"domain_scores_gemma":[0.9996579,0.00003651044,0.00001007609,0.0001758672,0.00003210805,0.00008748114],"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":[0.000002128788,0.00000512595,0.000006068705,0.0001452053,0.0001281385,0.000004220183,0.00007711117,0.9798843,0.002529194,0.01113963,0.003697674,0.002381153],"study_design_scores_gemma":[0.0001056964,0.00001217061,0.00001326108,0.00003903939,0.00004286771,0.000004771505,0.00001463388,0.9406555,0.001274182,0.0001502885,0.05745317,0.0002344541],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01688268,0.0006352717,0.9798845,0.0001367804,0.001060219,0.00008872691,0.0000138398,0.001010706,0.0002872565],"genre_scores_gemma":[0.9915991,0.0001552928,0.006946495,0.00003109772,0.000472983,0.00001030601,0.0002477979,0.0001072596,0.0004296648],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9747164,"threshold_uncertainty_score":0.8823079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006086093920864662,"score_gpt":0.1926155457581351,"score_spread":0.1865294518372704,"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."}}