{"id":"W4407141909","doi":"10.62454/czrw3920","title":"Guidelines on the Use of Dispersants for Combating Oil Pollution at Sea","year":2024,"lang":"en","type":"book","venue":"","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dispersant; Oil pollution; Pollution; Oil spill; Environmental science; Business; Waste management; Environmental protection; Engineering; Dispersion (optics); Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001750676,0.001377756,0.0007306771,0.002519554,0.0009492058,0.002152591,0.001890321,0.003036277,0.04514209],"category_scores_gemma":[0.003766473,0.0007641394,0.0005055838,0.003112061,0.0008833425,0.002149845,0.001250572,0.002422323,0.0596008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001588298,"about_ca_system_score_gemma":0.005922251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01659032,"about_ca_topic_score_gemma":0.0338052,"domain_scores_codex":[0.9971185,0.0004243137,0.0002929922,0.0001249429,0.001919643,0.0001195488],"domain_scores_gemma":[0.9964044,0.0008502998,0.0002331257,0.0001640025,0.002230542,0.0001175105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002477151,0.0001198613,0.0001227318,0.0006901338,0.000002903404,0.00008384204,0.0002300375,0.0004955091,0.001982538,0.009742528,0.846532,0.139973],"study_design_scores_gemma":[0.000002939314,0.00001562436,0.0001778581,0.0001741454,0.000001667719,0.00004371133,0.00003256723,0.0000447097,0.0002701225,0.0008602603,0.9983713,0.000005124508],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00162737,0.02838057,0.02976916,0.01039549,0.005905116,0.001905887,0.01134887,0.002705844,0.9079618],"genre_scores_gemma":[0.002706135,0.02439804,0.03557776,0.004099795,0.0004770146,0.001143578,0.008113437,0.0007003912,0.9227839],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04514209,"threshold_uncertainty_score":0.1510153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1002635896299623,"score_gpt":0.2830360454714287,"score_spread":0.1827724558414664,"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."}}