{"id":"W4283322069","doi":"10.3390/jmse10070849","title":"Climate Change Impacts on Coastal and Offshore Petroleum Infrastructure and the Associated Oil Spill Risk: A Review","year":2022,"lang":"en","type":"review","venue":"Journal of Marine Science and Engineering","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Climate change; Vulnerability (computing); Submarine pipeline; Environmental science; Oil spill; Petroleum; Petroleum industry; Global warming; Environmental planning; Environmental resource management; Risk analysis (engineering); Business; Environmental protection; Oceanography; Environmental engineering; Computer science; Geology","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":[0.002514393,0.000199997,0.000568766,0.0001318132,0.000262727,0.00008486195,0.0001821869,0.0000473817,0.0001182512],"category_scores_gemma":[0.0006627542,0.0001178916,0.00009013256,0.0004675358,0.0002380072,0.0002470566,0.0005421166,0.0005937324,0.000001376288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001578985,"about_ca_system_score_gemma":0.00002787792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002593647,"about_ca_topic_score_gemma":0.00001243323,"domain_scores_codex":[0.9986286,0.00006700231,0.0003529582,0.0001904419,0.0005282983,0.0002326622],"domain_scores_gemma":[0.9991339,0.0001033937,0.0004847611,0.0001030306,0.00001669001,0.0001582255],"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":[0.000005082713,0.000004114302,0.0001760483,0.001233888,0.00001121283,0.000006245962,0.00005188085,0.00002149343,0.000002294686,0.000008286976,0.00005449855,0.9984249],"study_design_scores_gemma":[0.0008636364,0.0003769039,0.02667302,0.01100972,0.000573008,0.001180344,0.00005248239,0.001331349,0.000001780854,0.00003334413,0.9574963,0.0004080719],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009155189,0.9889892,0.00000196572,0.0001991613,0.0003739108,0.0001991941,0.00002059281,0.00001448586,0.001046302],"genre_scores_gemma":[0.001809785,0.9979123,0.0000480191,0.0001261506,0.0000639614,0.000009806044,0.000001869728,0.00001172449,0.00001636015],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9980169,"threshold_uncertainty_score":0.4807482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01159767192152843,"score_gpt":0.2371450953303814,"score_spread":0.2255474234088529,"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."}}