{"id":"W2196953670","doi":"10.2495/oil020081","title":"Improved And Standardized Methodology For Oil Spill Fingerprinting","year":2002,"lang":"en","type":"article","venue":"WIT Transactions on Ecology and the Environment","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oil spill; Identification (biology); Standardization; Environmental science; Engineering; Environmental planning; Environmental protection; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008702112,0.001561412,0.001238317,0.005076741,0.001210961,0.001648503,0.00212662,0.001910432,0.003394329],"category_scores_gemma":[0.01115619,0.0009602413,0.001229085,0.003248765,0.001039291,0.00195381,0.001769968,0.002668467,0.004283902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000821524,"about_ca_system_score_gemma":0.003333057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001577663,"about_ca_topic_score_gemma":0.003513194,"domain_scores_codex":[0.9866303,0.003226863,0.001625828,0.001764055,0.006345286,0.0004077555],"domain_scores_gemma":[0.991545,0.0007702414,0.0006078248,0.00206445,0.004854673,0.0001579103],"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":[0.0001554874,0.0002124471,0.001993611,0.0009078351,0.0001004088,0.0003643603,0.0002997016,0.002655874,0.7700845,0.006657458,0.005568215,0.2110002],"study_design_scores_gemma":[0.00005175164,0.0005599848,0.005495529,0.0002563389,0.0001432311,0.001982211,0.0002117412,0.01314026,0.7976394,0.00294791,0.1773298,0.0002418412],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01093896,0.001716908,0.9810764,0.0002109923,0.0007085257,0.0006880712,0.0007137069,0.00201681,0.001929764],"genre_scores_gemma":[0.0156812,0.001294949,0.9765345,0.000165319,0.00008176683,0.0007808565,0.001598429,0.0002989064,0.003564145],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008702112,"threshold_uncertainty_score":0.0460217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01832487160053993,"score_gpt":0.2190983907941755,"score_spread":0.2007735191936356,"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."}}