{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007857737,0.0009593058,0.001198513,0.003227914,0.0003276871,0.001217574,0.000780982,0.00101371,0.004568553],"category_scores_gemma":[0.001730782,0.0003482958,0.001061935,0.003832402,0.000316541,0.001322713,0.0006435694,0.0008064731,0.000949964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005330159,"about_ca_system_score_gemma":0.002679604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003293432,"about_ca_topic_score_gemma":0.005119875,"domain_scores_codex":[0.9996897,0.00005150743,0.00006238464,0.00005469786,0.0001160395,0.0000256636],"domain_scores_gemma":[0.9986593,0.0007948587,0.0002304249,0.00002407585,0.0002389562,0.00005243297],"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":[0.00007198707,0.0001061105,0.001096039,0.1008791,0.0004718657,0.0002465072,0.0001724191,0.001130945,0.00114287,0.003523379,0.02380544,0.8673534],"study_design_scores_gemma":[0.00001086876,0.0001751477,0.004297924,0.03338439,0.001178836,0.001110772,0.0002738398,0.0002564653,0.000727059,0.002401973,0.95613,0.00005256185],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002710846,0.9983764,0.0001190372,0.0002768822,0.0001094593,0.000006109796,0.00005911483,0.000006201817,0.0007757408],"genre_scores_gemma":[0.001117895,0.9984683,0.0001011024,0.00005902293,0.00005640877,0.00000380007,0.00003263631,9.177946e-7,0.0001597835],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004568553,"threshold_uncertainty_score":0.01528329,"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."}}