{"id":"W3193479157","doi":"10.1038/s41598-021-96572-5","title":"Hazard assessment of oil spills along the main shipping lane in the Red Sea","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Saudi Aramco; King Abdullah University of Science and Technology","keywords":"Oil spill; Environmental science; Mesoscale meteorology; Hazard; Oceanography; Structural basin; Meteorology; Fishery; Geography; Geology; Environmental protection; Ecology","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":[0.003149515,0.00006991981,0.00008810598,0.00003145383,0.0002414666,0.0001307399,0.0001435882,0.00003155879,0.0009058626],"category_scores_gemma":[0.0001463614,0.00004313092,0.00005836661,0.000709721,0.0002358648,0.0001170823,0.00009560442,0.0001225528,0.00002060067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000956759,"about_ca_system_score_gemma":0.00005604944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002410379,"about_ca_topic_score_gemma":0.003179922,"domain_scores_codex":[0.9983146,0.0001771113,0.000343325,0.000361532,0.0006259897,0.0001774568],"domain_scores_gemma":[0.9991056,0.00004841605,0.0001760448,0.0006189707,0.00001756913,0.00003340785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004003201,0.0002275102,0.5753387,0.00004093949,0.00001522756,0.001043146,0.002464343,0.003043745,0.3465787,0.0002810945,0.02332894,0.04763368],"study_design_scores_gemma":[0.00015373,0.00001840025,0.8925572,0.00005879199,0.00001449121,0.0004568329,0.001363054,0.001028719,0.04189804,0.003218252,0.05908049,0.0001519771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619678,0.00002760406,0.0000873676,0.001549031,0.001607297,0.00009200421,0.000001251669,0.00001283978,0.03465485],"genre_scores_gemma":[0.9955034,0.000006323288,0.0003791802,0.0001413326,0.00002070519,0.00001536786,0.00001595903,0.000004426517,0.003913359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3172185,"threshold_uncertainty_score":0.991856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296278749071722,"score_gpt":0.2542896650340307,"score_spread":0.2413268775433134,"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."}}