{"id":"W3105241043","doi":"10.1007/s42452-020-03808-6","title":"Non-linear source term and scenario for an operational oil spill model","year":2020,"lang":"en","type":"article","venue":"SN Applied Sciences","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Response Biomedical (Canada); Environment and Climate Change Canada","funders":"","keywords":"Oil spill; Environmental science; Mode (computer interface); Petroleum engineering; Dispersion (optics); Marine engineering; Computer science; Environmental engineering; Geology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001994995,0.00007837241,0.00006720574,0.00001597698,0.0004357952,0.00007758114,0.000148694,0.00003263887,0.0001115604],"category_scores_gemma":[0.00001047357,0.00006617429,0.00001654457,0.000160109,0.0003406828,0.000195384,0.00006013603,0.0000467277,0.00006652269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001910409,"about_ca_system_score_gemma":0.00002051065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000241717,"about_ca_topic_score_gemma":0.00005220702,"domain_scores_codex":[0.9991681,0.000004736542,0.0001038668,0.0003480342,0.0002224048,0.0001528591],"domain_scores_gemma":[0.9997562,0.00001005528,0.00003264381,0.00005765833,0.000004711866,0.0001387658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005593493,0.0000602977,0.003911769,0.00002246512,0.000004247171,2.444803e-7,0.004078543,0.2235229,0.631615,0.003731206,0.001234803,0.1317626],"study_design_scores_gemma":[0.0003405068,0.0001517688,0.001317571,0.000002136316,0.000004480954,0.000001326392,0.000272377,0.9753917,0.01866308,0.0006105389,0.003083861,0.0001606517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9497229,0.000004806865,0.02338846,0.00102954,0.00004362564,0.0001522253,0.000005948198,0.00004841789,0.02560403],"genre_scores_gemma":[0.9866821,0.000003991451,0.01078165,0.002097674,0.0000663586,0.0000319058,0.000005333707,0.000005267721,0.0003257096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7518688,"threshold_uncertainty_score":0.3351828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03101337827240494,"score_gpt":0.2537722592307849,"score_spread":0.22275888095838,"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."}}