{"id":"W4387418490","doi":"10.1016/j.ocecoaman.2023.106877","title":"A review on recent development in the use of surface washing agents for shoreline cleanup after oil spills","year":2023,"lang":"en","type":"review","venue":"Ocean & Coastal Management","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Assembly of First Nations; Memorial University of Newfoundland; Concordia University","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Shore; Dispersant; Environmental science; Context (archaeology); Oil spill; Contamination; Authorization; Environmental planning; Environmental protection; Computer science; Dispersion (optics); Computer security; Geology; Oceanography; Ecology","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":[0.0007171503,0.0009341376,0.001762722,0.003138914,0.0001975394,0.0009764015,0.0008662641,0.001088945,0.004880762],"category_scores_gemma":[0.001349737,0.0003198455,0.001407397,0.002905724,0.0002565535,0.0008306669,0.0004833049,0.001046703,0.001104381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004271985,"about_ca_system_score_gemma":0.001480052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002631464,"about_ca_topic_score_gemma":0.005073243,"domain_scores_codex":[0.9996973,0.00004975445,0.0000670153,0.00005441628,0.0001067003,0.00002495082],"domain_scores_gemma":[0.9992452,0.0004347795,0.0001412431,0.0000130538,0.0001403866,0.00002530852],"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":[0.000141123,0.00009679871,0.0001981523,0.1231773,0.0004119865,0.0001825906,0.00006322862,0.0002879052,0.002414426,0.001235012,0.01863516,0.8531564],"study_design_scores_gemma":[0.00007243282,0.0004768182,0.002602566,0.04043783,0.002007002,0.001041652,0.0001285182,0.0001399136,0.001293016,0.0008892374,0.9508613,0.00004966622],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001013403,0.9992454,0.00005925856,0.00008018998,0.00008985033,0.000007836506,0.00003570446,0.000003419982,0.000377022],"genre_scores_gemma":[0.0004093777,0.9990963,0.0001363302,0.00009282045,0.00005499414,0.000005134572,0.00002807902,7.949779e-7,0.0001762248],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004880762,"threshold_uncertainty_score":0.01632774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.127507176608056,"score_gpt":0.3241650599904869,"score_spread":0.1966578833824309,"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."}}