{"id":"W3027462473","doi":"10.1016/bs.mcps.2020.04.002","title":"Advanced methods for environmental risk assessment in offshore operations","year":2020,"lang":"en","type":"book-chapter","venue":"Methods in chemical process safety","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Oil spill; Environmental science; Environmental risk assessment; Submarine pipeline; Risk assessment; Environmental impact assessment; Environmental planning; Risk analysis (engineering); Environmental resource management; Petroleum engineering; Engineering; Environmental protection; Computer science; Oceanography; Business; Geology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007693773,0.001109031,0.0006521362,0.0008588498,0.0002715787,0.001029332,0.001449018,0.001081212,0.01068553],"category_scores_gemma":[0.001669029,0.0004558727,0.0007306837,0.000927472,0.0007639272,0.001329648,0.001141175,0.001799689,0.003881548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004974197,"about_ca_system_score_gemma":0.0004981046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001046867,"about_ca_topic_score_gemma":0.001557315,"domain_scores_codex":[0.9992687,0.0001987034,0.00002407566,0.00007033622,0.0004164051,0.0000217309],"domain_scores_gemma":[0.9993533,0.0004232223,0.00002466894,0.00006689291,0.0001197826,0.00001215309],"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":[0.00002871344,0.00009085291,0.0002952536,0.0009307988,0.00006114661,0.0001119655,0.0001987055,0.08028694,0.009495568,0.2324887,0.0442989,0.6317124],"study_design_scores_gemma":[0.0000126774,0.00007647202,0.0007044849,0.0003525545,0.00003622387,0.0003218644,0.0001229115,0.2250392,0.006974325,0.447536,0.3187718,0.00005151863],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008239519,0.00937622,0.9581443,0.0003153683,0.0003361313,0.00004409117,0.0001177144,0.0003454673,0.03049666],"genre_scores_gemma":[0.04175447,0.02731277,0.7862102,0.0004150999,0.0007210566,0.0004101296,0.0004686214,0.0006129557,0.1420947],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01068553,"threshold_uncertainty_score":0.03574669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02268688868619917,"score_gpt":0.3861528463373204,"score_spread":0.3634659576511213,"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."}}