{"id":"W2211919801","doi":"10.2495/oil020131","title":"Inland Spill Management In Urbanized Areas","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; Environmental science; Stormwater; Storm; Outfall; Hydrology (agriculture); Environmental engineering; Environmental protection; Surface runoff; Geography; Meteorology; Engineering","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":[0.0001490713,0.0001328457,0.0001483595,0.0006324511,0.000770559,0.0005009329,0.0002151549,0.0001344607,0.001187584],"category_scores_gemma":[0.0006319291,0.00008899373,0.00009690523,0.001161377,0.0003118508,0.0002370171,0.0003790024,0.00009687114,0.0001142779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001652134,"about_ca_system_score_gemma":0.00139113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1094159,"about_ca_topic_score_gemma":0.2370045,"domain_scores_codex":[0.9997945,0.00005223848,0.000009525045,0.00002022222,0.00003740814,0.00008603524],"domain_scores_gemma":[0.999663,0.00002502914,0.0001386283,0.00001860939,0.00008546419,0.0000693538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003825061,0.0005746107,0.8441073,0.0001173023,0.00005731349,0.002106502,0.0037099,0.01138563,0.007253897,0.000842915,0.003052447,0.1264096],"study_design_scores_gemma":[0.0000394671,0.0004984898,0.9527584,0.00002480185,0.00008349331,0.0008235859,0.01956078,0.008803392,0.006680554,0.0005979353,0.01009777,0.00003138587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983696,0.00006090392,0.000311613,0.00009142647,0.000001089195,0.0000137227,0.00005886847,0.00001895171,0.001073845],"genre_scores_gemma":[0.9985955,0.0001441736,0.0003689745,0.00001719084,0.000002194028,0.000006627507,0.0001028699,0.000003092411,0.0007594073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1094159,"threshold_uncertainty_score":0.2175581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005390164103150468,"score_gpt":0.1641112216835535,"score_spread":0.1587210575804031,"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."}}