{"id":"W3130138392","doi":"10.3390/jmse7040082","title":"Marine Oil Spills 2018","year":2019,"lang":"en","type":"article","venue":"Journal of Marine Science and Engineering","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury Alberta","funders":"","keywords":"Oil spill; Environmental science; Petroleum engineering; Business; Environmental protection; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006199537,0.00006182426,0.00008637055,0.00009636865,0.000046143,0.00004214593,0.0001368746,0.0000179095,0.0009840191],"category_scores_gemma":[0.00008635059,0.00005005538,0.00002388425,0.0003319802,0.00007414288,0.000549167,0.0002574483,0.0001061128,0.00009386214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009590506,"about_ca_system_score_gemma":0.00001503651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003679291,"about_ca_topic_score_gemma":0.000004446204,"domain_scores_codex":[0.9992208,0.000003182593,0.0001566545,0.00009903416,0.0003698565,0.0001504952],"domain_scores_gemma":[0.9996963,0.00001236126,0.00007048321,0.0000786095,0.00002619915,0.0001161043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000148283,0.00002777401,0.1178687,0.0000269214,0.000006711487,0.00001045277,0.0001127394,0.008937398,0.376038,0.0001276763,0.0004861547,0.4963426],"study_design_scores_gemma":[0.0006008709,0.0002826474,0.920453,0.00003443626,0.00001050742,0.0003363345,0.00005979865,0.01450319,0.01521298,0.0001603163,0.04812536,0.0002205631],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776728,0.000006439601,0.00006953214,0.0001553885,0.0004958495,0.00001564447,1.021193e-7,0.000009117784,0.02157508],"genre_scores_gemma":[0.9947019,0.0000877267,0.003594798,0.00008798178,0.00006456512,3.771411e-7,1.04456e-7,0.000004917483,0.001457676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8025843,"threshold_uncertainty_score":0.9999292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003028170024333321,"score_gpt":0.1742953565319927,"score_spread":0.1712671865076594,"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."}}