{"id":"W4362575227","doi":"10.1016/j.aquatox.2023.106518","title":"Recommendations for advancing media preparation methods used to assess aquatic hazards of oils and spill response agents","year":2023,"lang":"en","type":"review","venue":"Aquatic Toxicology","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Huntsman Marine Science Centre","funders":"Fisheries and Oceans Canada; University of Maryland Center for Environmental Science","keywords":"Environmental science; Dispersant; Dilution; Petroleum industry; Petroleum; Dissolution; Settling; Petroleum engineering; Environmental chemistry; Chemistry; Environmental engineering; Chemical engineering; Dispersion (optics); Engineering","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":[0.007883768,0.001746024,0.001765406,0.006758081,0.000657758,0.002033608,0.003114511,0.003458432,0.01075215],"category_scores_gemma":[0.008947104,0.0008709846,0.002389012,0.004238992,0.0007634331,0.00250366,0.001385405,0.003258163,0.005564539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00239014,"about_ca_system_score_gemma":0.01700586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0162724,"about_ca_topic_score_gemma":0.03056462,"domain_scores_codex":[0.9976158,0.0006801185,0.0004521679,0.0001585263,0.0009261801,0.0001672141],"domain_scores_gemma":[0.9937996,0.001506994,0.001071236,0.0001549135,0.003195609,0.0002716597],"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":[0.000171371,0.0002761372,0.0003964092,0.05064256,0.0002001519,0.0003330836,0.0002553234,0.0005902195,0.005897308,0.008380036,0.1923644,0.740493],"study_design_scores_gemma":[0.00005915335,0.00009496546,0.0008738568,0.01913154,0.0003560943,0.0001877945,0.0001292315,0.0000887329,0.0009222667,0.002226031,0.975902,0.00002833438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005875491,0.951337,0.004994494,0.01558663,0.003165085,0.001097742,0.002316862,0.0003139898,0.02060057],"genre_scores_gemma":[0.001749334,0.9579395,0.02043384,0.004789635,0.0003412159,0.0008173168,0.001704574,0.00002907829,0.01219556],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0162724,"threshold_uncertainty_score":0.04169387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.19925378849351,"score_gpt":0.4735672526473089,"score_spread":0.274313464153799,"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."}}