{"id":"W3190303924","doi":"10.1186/s40068-021-00241-5","title":"Dispersants as marine oil spill treating agents: a review on mesoscale tests and field trials","year":2021,"lang":"en","type":"review","venue":"ENVIRONMENTAL SYSTEMS RESEARCH","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Memorial University of Newfoundland","funders":"Fisheries and Oceans Canada","keywords":"Dispersant; Oil spill; Preparedness; Environmental science; Environmental planning; Environmental resource management; Environmental engineering; Dispersion (optics)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001759721,0.001067304,0.002447019,0.0041137,0.0003428727,0.001183312,0.001198439,0.001189522,0.00455063],"category_scores_gemma":[0.003183251,0.0005245341,0.001782241,0.003535446,0.0005061735,0.001210704,0.0006335715,0.00091721,0.001011458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005325992,"about_ca_system_score_gemma":0.001873321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001965088,"about_ca_topic_score_gemma":0.003318648,"domain_scores_codex":[0.999148,0.0001795601,0.0002155987,0.0001228973,0.000290629,0.00004335403],"domain_scores_gemma":[0.997215,0.001834664,0.0003596061,0.0000720215,0.0004685985,0.00005003229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002166307,0.0001896407,0.0003530883,0.2628676,0.0005805359,0.0002341675,0.0001943907,0.0006988376,0.003542082,0.002697021,0.007926125,0.7204999],"study_design_scores_gemma":[0.00006641716,0.0009363651,0.002770709,0.07623993,0.003149889,0.001190812,0.0002824651,0.0002919163,0.004510683,0.001421464,0.9090697,0.00006974513],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003867438,0.9986535,0.0001205429,0.00006979867,0.00006470422,0.00002904036,0.00005292581,0.000005010486,0.0006177153],"genre_scores_gemma":[0.001812866,0.9975396,0.0002659725,0.00006183404,0.00002836155,0.00002235785,0.0000396555,0.000002059834,0.000227245],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00455063,"threshold_uncertainty_score":0.01522338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1435413430098689,"score_gpt":0.4333491796037884,"score_spread":0.2898078365939196,"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."}}