{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009614268,0.0002733732,0.0002484574,0.0002923852,0.0003441659,0.0008615658,0.0005927215,0.0005132295,0.001147891],"category_scores_gemma":[0.001490273,0.000166223,0.0003649267,0.0004869514,0.0004613067,0.001511078,0.0007167438,0.0005121429,0.0002100493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009944442,"about_ca_system_score_gemma":0.001609255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07566857,"about_ca_topic_score_gemma":0.08486658,"domain_scores_codex":[0.9997719,0.00005479692,0.00001363287,0.00003619124,0.00009555795,0.00002798697],"domain_scores_gemma":[0.9995775,0.000097991,0.00002210454,0.00004881047,0.0002254043,0.00002813871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005833193,0.0002209822,0.072808,0.0006429388,0.0001539233,0.0007806963,0.002357175,0.1631016,0.1284316,0.1137135,0.007098356,0.5101078],"study_design_scores_gemma":[0.0001208269,0.0004404008,0.0924582,0.0003451531,0.0002003438,0.0003370146,0.004098277,0.6196671,0.08633522,0.05769639,0.1380384,0.0002627397],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6799846,0.01538642,0.2278569,0.01984468,0.0007527101,0.0001424123,0.0005719637,0.0005075847,0.05495267],"genre_scores_gemma":[0.8738282,0.01009822,0.1033868,0.0003944386,0.0002323992,0.00004781383,0.000318566,0.00008453437,0.0116091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07566857,"threshold_uncertainty_score":0.1504562,"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."}}