{"id":"W4362718312","doi":"10.1016/j.oceaneng.2023.114237","title":"Characterization and modelling of water mixing energies and particle behavior during wave generation in CanmetENERGY Devon spill test tank","year":2023,"lang":"en","type":"article","venue":"Ocean Engineering","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Dissipation; Neutral buoyancy; Mixing (physics); Mechanics; Mesoscale meteorology; Particle (ecology); Lagrangian particle tracking; Surf zone; Environmental science; Meteorology; Geology; Physics; Turbulence; Oceanography","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":[0.00008011003,0.00006584889,0.00006380018,0.00005581088,0.00004128575,0.00001696845,0.00001575568,0.00002894366,0.0000149482],"category_scores_gemma":[0.000009872945,0.00006295012,0.000008502549,0.0001311753,0.00001302604,0.000170049,0.00003757912,0.00003321542,0.000001943948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003678527,"about_ca_system_score_gemma":8.601588e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000109395,"about_ca_topic_score_gemma":0.00004199064,"domain_scores_codex":[0.9995294,0.00000582131,0.0001298766,0.0001316285,0.00007246742,0.0001308646],"domain_scores_gemma":[0.9998898,0.000007574432,0.00001891036,0.00004741303,0.000003749679,0.00003256887],"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":[8.108533e-7,0.000003364732,0.01346108,0.000009286827,7.069958e-7,0.000002126272,0.000293343,0.264163,0.7211352,0.00000647608,2.21787e-7,0.0009243707],"study_design_scores_gemma":[0.00007846639,0.000007706768,0.06789589,0.000007384889,0.000002658223,0.000002091416,0.00002006964,0.46809,0.4638321,0.000001357989,0.0000134742,0.00004876194],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983405,0.000007911162,0.001488291,0.00001522851,0.00004752486,0.00005303889,0.00000200772,0.000039686,0.00000582409],"genre_scores_gemma":[0.9994901,0.00006850396,0.0003141525,0.00000382774,0.000022022,0.00000662266,0.00002376959,0.00001192561,0.00005901464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2573031,"threshold_uncertainty_score":0.2567031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01257347890799246,"score_gpt":0.1691496023438456,"score_spread":0.1565761234358531,"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."}}