{"id":"W71756274","doi":"10.1016/b978-0-12-803832-1.00021-0","title":"Oil spill remote sensing: a forensics approach","year":2016,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada; Spinal Cord Injury Alberta","funders":"","keywords":"Oil spill; Computer science; Petroleum engineering; Remote sensing; Environmental science; Computer security; 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":[0.001001517,0.001002524,0.0004148073,0.002740611,0.0005390774,0.004210741,0.001265183,0.002102031,0.02118397],"category_scores_gemma":[0.001286006,0.0004880285,0.0003164402,0.001777149,0.001809785,0.00312462,0.001737511,0.001071049,0.007453278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007131919,"about_ca_system_score_gemma":0.000869449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001452956,"about_ca_topic_score_gemma":0.002277294,"domain_scores_codex":[0.9995829,0.00007428409,0.00001899285,0.0000652521,0.0002357394,0.00002288245],"domain_scores_gemma":[0.999495,0.0002438917,0.00003167079,0.00005235967,0.0001491881,0.00002784022],"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":[0.00001663491,0.00005019626,0.0004791048,0.0003965803,0.00002164258,0.0004099476,0.0002413811,0.003110881,0.007300892,0.187349,0.06146136,0.7391623],"study_design_scores_gemma":[0.00000408663,0.00002709344,0.001070646,0.000728906,0.00002253506,0.002061581,0.0006313057,0.01077042,0.00695941,0.2361149,0.7415634,0.00004582348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003678264,0.03845212,0.3630041,0.007154488,0.001686132,0.00009633725,0.0004593807,0.001019142,0.5844499],"genre_scores_gemma":[0.07069197,0.08436555,0.2803043,0.002482432,0.002370046,0.0001115763,0.0006464706,0.0005493645,0.5584783],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02118397,"threshold_uncertainty_score":0.07086742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01344170571324079,"score_gpt":0.2059624604206774,"score_spread":0.1925207547074366,"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."}}