{"id":"W1965527200","doi":"10.1109/igarss.2014.6947020","title":"Statistical analysis of polarimetric characteristics for oil spill classification: The special case of DWH","year":2014,"lang":"en","type":"article","venue":"","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Space Agency","keywords":"Oil spill; Deepwater horizon; Environmental science; Petroleum engineering; Drilling; Remote sensing; Geology; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003010541,0.00005062826,0.0001335219,0.00007878747,0.00006466666,0.000008301882,0.00007206727,0.00003304521,0.002521839],"category_scores_gemma":[0.0002548766,0.00003515045,0.00006841525,0.0006703493,0.0001431299,0.00003067705,0.00002135248,0.00003343574,0.00002543327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000308634,"about_ca_system_score_gemma":0.000004374896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005074911,"about_ca_topic_score_gemma":0.0004726016,"domain_scores_codex":[0.9993862,0.00004073614,0.0002456917,0.000118644,0.0001309855,0.000077726],"domain_scores_gemma":[0.9994231,0.0002079412,0.0001386647,0.0001678815,0.00002396615,0.0000384529],"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":[0.00006391859,0.000191799,0.08771373,0.00003763108,0.0002052714,0.000002378802,0.0002744453,0.000100477,0.01405463,0.04716145,0.001695879,0.8484984],"study_design_scores_gemma":[0.0001930279,0.0001074646,0.9611113,0.000001289784,0.0004211839,0.000007757956,0.0001149128,0.02509798,0.003051136,0.0002769581,0.009537812,0.00007917721],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8690727,0.000002765604,0.1029886,0.0002132665,0.000178613,0.00009987401,0.000151664,0.00001250723,0.02728002],"genre_scores_gemma":[0.9968277,0.000004349161,0.002507292,0.0000665003,0.0000901856,0.000004692713,0.00002507672,0.000003396721,0.0004708204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8733975,"threshold_uncertainty_score":0.99839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01596482288854913,"score_gpt":0.2581964746631974,"score_spread":0.2422316517746483,"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."}}