{"id":"W4221032012","doi":"10.3390/jmse10030368","title":"A Response Guide for Sunken Oil Mats (SOMs): Formation, Behavior, Detection, and Recovery","year":2022,"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":"","funders":"Fisheries and Oceans Canada; National Oceanic and Atmospheric Administration","keywords":"Oil spill; Environmental science; Surf zone; Geology; Petroleum engineering; Environmental engineering; Oceanography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001751629,0.00005470139,0.00006832511,0.0001499986,0.0003079578,0.00004857246,0.00009220497,0.0000120651,0.00007154077],"category_scores_gemma":[0.0002604866,0.00005238699,0.00002275651,0.0002998031,0.00007626584,0.0006882265,0.0001932415,0.00008979147,8.942386e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002159041,"about_ca_system_score_gemma":0.00002136699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002785392,"about_ca_topic_score_gemma":0.00001204779,"domain_scores_codex":[0.9992638,0.00001421097,0.0002011505,0.00009244382,0.0003031761,0.0001252089],"domain_scores_gemma":[0.9996892,0.00003895349,0.00009522571,0.00005339077,0.00003870382,0.00008458713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002062737,0.0000244719,0.001727584,0.00001630796,0.000003701871,0.000006298104,0.000311811,0.01112037,0.6635736,0.00001544062,0.0003949011,0.3225993],"study_design_scores_gemma":[0.002444619,0.002334247,0.5910692,0.00003682511,0.00007255343,0.004046204,0.001729975,0.06038395,0.06511574,0.0004329446,0.2717412,0.0005925566],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973054,0.00001777866,0.001842758,0.0002694952,0.0002752242,0.00004566287,0.000001442236,0.00001042481,0.0002318063],"genre_scores_gemma":[0.9971285,0.0000513273,0.002327976,0.00009145921,0.00002632172,0.00001803785,2.374325e-7,0.000005494679,0.0003506369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5984578,"threshold_uncertainty_score":0.2368593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005517555776431278,"score_gpt":0.2044308341561823,"score_spread":0.198913278379751,"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."}}