{"id":"W2277028275","doi":"10.1007/s11430-015-5152-0","title":"Oil spill detection on the ocean surface using hybrid polarimetric SAR imagery","year":2015,"lang":"en","type":"article","venue":"Science China Earth Sciences","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada","funders":"","keywords":"Racing slick; Synthetic aperture radar; Remote sensing; Geology; Polarimetry; Environmental science; Backscatter (email); Scattering; Computer science","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00421763,0.0001750647,0.0001125578,0.0001761329,0.001991838,0.000429866,0.000806031,0.00003044871,0.00024402],"category_scores_gemma":[0.0006812534,0.000114073,0.00005814516,0.004517025,0.003353132,0.001270853,0.0002186791,0.0002079215,0.0005965524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001620997,"about_ca_system_score_gemma":0.0001606422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001522093,"about_ca_topic_score_gemma":0.00006620819,"domain_scores_codex":[0.9968861,0.0001151113,0.000213723,0.0006580345,0.00155871,0.0005683766],"domain_scores_gemma":[0.999132,0.00006315098,0.0001534268,0.0003255854,0.00003978518,0.0002860445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005718303,0.0002352007,0.08845525,0.00001066923,0.000007619577,0.0000187662,0.001961595,0.1401042,0.6251411,0.001023036,0.001027102,0.1419582],"study_design_scores_gemma":[0.0003799951,0.0006985206,0.1555192,0.00003350369,0.00001390716,0.0001347489,0.001082273,0.173272,0.6602687,0.002291789,0.005637394,0.0006679117],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971276,0.00003340635,0.0002929437,0.0005694969,0.0009437095,0.00007698131,0.000003188179,0.00007930132,0.0267249],"genre_scores_gemma":[0.9978111,0.00001014068,0.001036461,0.0003956359,0.00005776485,3.535513e-7,3.224489e-7,0.000006848958,0.0006814065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1412903,"threshold_uncertainty_score":0.9993592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02785011560478106,"score_gpt":0.2482264612451927,"score_spread":0.2203763456404116,"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."}}