{"id":"W3206656429","doi":"10.1038/s41893-021-00774-8","title":"Public health impacts of an imminent Red Sea oil spill","year":2021,"lang":"en","type":"article","venue":"Nature Sustainability","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Center for Advancing Translational Sciences; National Institute of Allergy and Infectious Diseases; U.S. National Library of Medicine; National Institute on Drug Abuse; National Institutes of Health; National Science Foundation","keywords":"Oil spill; SAFER; Environmental science; Environmental protection; Fishery; Business; Environmental planning","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005276471,0.0006277586,0.0003421015,0.0005296665,0.0005205004,0.001193394,0.0006889799,0.001846035,0.007683488],"category_scores_gemma":[0.002138376,0.0002978352,0.0008785647,0.0004465609,0.0006026312,0.0007293866,0.00107994,0.001048685,0.0003729881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002080457,"about_ca_system_score_gemma":0.003037168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1071077,"about_ca_topic_score_gemma":0.07542828,"domain_scores_codex":[0.999662,0.0001293998,0.00001042299,0.00004199806,0.00002341886,0.0001327693],"domain_scores_gemma":[0.999317,0.000313369,0.0001487973,0.00002082607,0.00008704774,0.0001128919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003468437,0.0001958277,0.06279717,0.00007563789,0.0001848026,0.0006284923,0.000129101,0.9216065,0.0004705015,0.006048741,0.003490137,0.004026289],"study_design_scores_gemma":[0.0002921189,0.0006230431,0.02097521,0.0001047486,0.0003109002,0.0002558613,0.001291736,0.9646023,0.0007068223,0.006326854,0.004443979,0.00006646395],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624619,0.0006125334,0.006846078,0.006200667,0.0002057144,0.0001052452,0.006629729,0.0001506269,0.01678754],"genre_scores_gemma":[0.9948518,0.0002933413,0.0006059996,0.0002584046,0.00002024107,0.00004126631,0.0007317853,0.000007684717,0.003189498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1071077,"threshold_uncertainty_score":0.2129685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008712350247425301,"score_gpt":0.2714567184394459,"score_spread":0.2627443681920206,"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."}}