{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008611743,0.0001129931,0.0001671425,0.0000345446,0.0001228459,0.00002542166,0.0001269828,0.0001849327,0.0008031061],"category_scores_gemma":[0.0012706,0.0001046365,0.0000793112,0.0005801324,0.0001400714,0.0002611559,0.0001095011,0.0003569199,0.000007968586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00131244,"about_ca_system_score_gemma":0.0003002495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008771585,"about_ca_topic_score_gemma":0.001896966,"domain_scores_codex":[0.9983966,0.0002561893,0.0002553943,0.0003778368,0.0003663864,0.000347584],"domain_scores_gemma":[0.9988996,0.00002493337,0.0001223031,0.0004777274,0.0001844833,0.0002910025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008582641,0.001218451,0.2185558,0.0006149554,0.00002473393,0.00003833617,0.00200498,0.0001928041,0.01078354,0.001219992,0.002751401,0.7625092],"study_design_scores_gemma":[0.0004873497,0.0002213174,0.9354771,0.000007255674,0.000004891996,0.00001612394,0.001553102,0.0002089931,0.01707804,0.004133812,0.0406325,0.0001795043],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815938,0.0001940294,0.00003602942,0.014283,0.0001751276,0.0001182325,0.00001156589,0.00005442352,0.003533779],"genre_scores_gemma":[0.9983241,0.00002282336,0.0003968792,0.0007631603,0.00003252891,0.000007602871,0.00004122881,0.00000883467,0.0004028604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7623296,"threshold_uncertainty_score":0.8793448,"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."}}