{"id":"W2353592295","doi":"","title":"Advances and considerations on assimilation of oil spilled emulsions by waves energy","year":2009,"lang":"en","type":"article","venue":"Marine Environmental Science","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Flume; Environmental science; Wave flume; Natural (archaeology); Petroleum engineering; Laboratory flask; Geology; Breaking wave; Wave propagation; Mechanics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001300169,0.0001032711,0.00008800143,0.00004798625,0.0003180208,0.00002597121,0.00008408292,0.00002881293,0.001637898],"category_scores_gemma":[0.0000385305,0.00009268696,0.00002170355,0.0001694222,0.0006750189,0.0004426053,0.0001056233,0.00005123777,0.00002888762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001162022,"about_ca_system_score_gemma":0.000004702821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005867524,"about_ca_topic_score_gemma":0.0000413414,"domain_scores_codex":[0.9989538,0.00002205612,0.0001690169,0.0003112897,0.0003785185,0.0001653737],"domain_scores_gemma":[0.9996243,0.00003330068,0.00008451925,0.0001453484,0.000001898985,0.0001105981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001171933,0.0001892082,0.02025313,0.000001644201,0.000001248039,8.453161e-7,0.0001084971,0.0006250817,0.5227217,0.0007366685,0.0004560553,0.4548942],"study_design_scores_gemma":[0.000578828,0.0005379381,0.7233535,0.00001094367,0.00001016533,0.00001458155,0.0001271021,0.003426566,0.2507087,0.004180501,0.01675141,0.0002997202],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9248469,0.00003293192,0.0001441219,0.0006153391,0.00007487006,0.00005136409,0.000009318744,0.00002435758,0.07420077],"genre_scores_gemma":[0.9973972,0.0003777243,0.0007362458,0.0004734089,0.000009516635,0.00000490267,0.000008877644,0.000003676047,0.0009883976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7031004,"threshold_uncertainty_score":0.9992747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003084590997874412,"score_gpt":0.1944447633644616,"score_spread":0.1913601723665872,"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."}}