{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007941747,0.0007709824,0.000304151,0.001778707,0.001466532,0.003085513,0.0004641867,0.001779738,0.08690902],"category_scores_gemma":[0.002463935,0.0002033013,0.0005722864,0.001100903,0.0005284978,0.001318799,0.002296068,0.001853622,0.03866171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001580567,"about_ca_system_score_gemma":0.003599168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02027532,"about_ca_topic_score_gemma":0.02947516,"domain_scores_codex":[0.9990363,0.00004247632,0.00004907831,0.00006533743,0.0006547819,0.0001520996],"domain_scores_gemma":[0.998781,0.000064044,0.0001667139,0.00008423678,0.0006926291,0.0002114661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001783042,0.00005288803,0.002490487,0.0002726047,0.00002147816,0.0002287856,0.00008046822,0.0001200985,0.0006827143,0.00479683,0.8763313,0.114744],"study_design_scores_gemma":[0.000004313568,0.0000163767,0.002996964,0.0001087686,0.000004441625,0.00007508772,0.0000540388,0.00002754197,0.0002578234,0.0004091161,0.99604,0.000005580032],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01287906,0.03176949,0.001583437,0.06008369,0.04509369,0.0002695559,0.02916661,0.00227364,0.8168809],"genre_scores_gemma":[0.06642041,0.03209697,0.001969867,0.009607049,0.01155474,0.0001547898,0.02930252,0.0005405859,0.848353],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08690902,"threshold_uncertainty_score":0.2907397,"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."}}