{"id":"W1996505888","doi":"10.1080/15275920802659735","title":"Characterization of an Oil Spill Along the Lebanese Coast by Satellite Images","year":2009,"lang":"en","type":"article","venue":"Environmental Forensics","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Space Agency; University of Aberdeen; European Space Agency","keywords":"Oil spill; Moderate-resolution imaging spectroradiometer; Satellite; Environmental science; Advanced Spaceborne Thermal Emission and Reflection Radiometer; Population; Satellite imagery; Remote sensing; Geography; Oceanography; Meteorology; Geology; Environmental protection; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001310305,0.0001384878,0.0001031089,0.00001367415,0.0001405156,0.00002138459,0.0001393766,0.00005714569,0.0005951347],"category_scores_gemma":[0.000005118313,0.000108805,0.00005051649,0.00008853637,0.0002826123,0.0003062243,0.0000450586,0.0000915798,0.0001530451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008814583,"about_ca_system_score_gemma":0.00000171553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008238714,"about_ca_topic_score_gemma":0.00005881024,"domain_scores_codex":[0.9990351,0.00004920173,0.0002188116,0.0002265394,0.0002946661,0.0001757224],"domain_scores_gemma":[0.9995478,0.00001017867,0.0001259504,0.0002380134,0.000001483447,0.00007657819],"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":[0.00001207024,0.00005476707,0.005832219,0.000001325741,0.000002548579,0.000001170621,0.0002183345,0.00002581684,0.7174693,0.00001885139,0.0001127541,0.2762509],"study_design_scores_gemma":[0.0002738366,0.0002093841,0.4360236,0.000006197385,0.00001550529,0.00001531934,0.0001637398,0.0002004412,0.5520898,0.000259584,0.01056657,0.0001760855],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975678,0.00003557796,0.0001839806,0.0002565631,0.0001004181,0.00008855055,0.00005684772,0.00002792955,0.001682288],"genre_scores_gemma":[0.997848,0.0002977538,0.000212798,0.0005516537,0.00003606377,0.000004401182,0.0002787519,0.00001304559,0.0007575331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4301914,"threshold_uncertainty_score":0.6516308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003643337671854557,"score_gpt":0.1845522532728901,"score_spread":0.1809089156010355,"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."}}