{"id":"W3010500615","doi":"10.1007/s11356-020-08184-7","title":"Risk assessment for oil leakage under the common threat of multiple natural hazards","year":2020,"lang":"en","type":"article","venue":"Environmental Science and Pollution Research","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Risk assessment; Leakage (economics); Risk analysis (engineering); Damages; Environmental hazard; Petroleum; Hazard; Hazardous waste; Natural resource economics; Environmental economics; Environmental resource management; Environmental science; Business; Computer science; Engineering; Economics; Computer security; Waste management","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":[0.0009429909,0.00006491701,0.00009287462,0.00004699664,0.0005185931,0.00004518155,0.0002289637,0.00003740855,0.00005349844],"category_scores_gemma":[0.00007234085,0.00004062449,0.00004763195,0.0003194926,0.001320745,0.0001558673,0.0001011795,0.0003331709,0.000004979252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001500898,"about_ca_system_score_gemma":0.00002278554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001912805,"about_ca_topic_score_gemma":0.00005040038,"domain_scores_codex":[0.9988562,0.00006337033,0.0001188104,0.0001644958,0.000571266,0.000225822],"domain_scores_gemma":[0.999624,0.0001343083,0.00001680894,0.0001248847,0.00001749267,0.00008249288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008339099,0.00006963638,0.01780655,0.0001243956,0.0001034894,0.000001069202,0.002217103,0.04115549,0.7504393,0.001690087,0.001332748,0.1849767],"study_design_scores_gemma":[0.0004219614,0.0001640947,0.271468,0.00001173995,0.00002505217,0.000002191117,0.00509473,0.6526434,0.06651492,0.0008611205,0.002640363,0.0001524545],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995733,0.000390416,0.0002738608,0.003010192,0.00005879003,0.000113005,0.00006313966,0.00001371788,0.000343886],"genre_scores_gemma":[0.999153,0.000453349,0.0001998972,0.00008227715,0.00003463502,0.0000110183,0.000004531467,0.000003887207,0.00005736959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6839244,"threshold_uncertainty_score":0.4866338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03136533889574591,"score_gpt":0.3218137037850917,"score_spread":0.2904483648893458,"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."}}