{"id":"W7112127743","doi":"","title":"Study of the sediment contamination levels in a mangrove swamp polluted by a marine oil spill","year":2002,"lang":"en","type":"article","venue":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mangrove; Estuary; Sediment; Swamp; Shore; Pollution; Hydrology (agriculture); Contamination","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":[0.0000817648,0.0002469551,0.0001949861,0.0005687803,0.0007833078,0.0003284211,0.0001207124,0.0002249451,0.000428085],"category_scores_gemma":[0.0002108521,0.0002002461,0.0001523362,0.0004266542,0.0003261266,0.0001636977,0.0002586127,0.0001650828,0.0001254868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003166515,"about_ca_system_score_gemma":0.0002919629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02352951,"about_ca_topic_score_gemma":0.03762878,"domain_scores_codex":[0.9999315,0.000006091272,0.000006163626,0.00001928456,0.00001668842,0.00002026398],"domain_scores_gemma":[0.9998242,0.00001656986,0.0000479025,0.000008623177,0.00005023903,0.00005240949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004388341,0.0002262484,0.81274,0.00006338002,0.0000661551,0.003198907,0.002956179,0.0002699783,0.175487,0.00004647766,0.00004415942,0.004462664],"study_design_scores_gemma":[0.000003972534,0.0003893318,0.9901057,0.000003343398,0.00001979186,0.0005081075,0.001190753,0.000240654,0.007237234,0.0000136077,0.0002822173,0.000005337611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998574,0.00001031681,0.00002760461,0.00000191572,3.694219e-7,0.000002157925,0.00001659251,9.219842e-7,0.0000827141],"genre_scores_gemma":[0.9992937,0.00004308146,0.0001783483,0.000005462525,0.000001190455,0.000002680301,0.00007184104,0.000001392754,0.0004023403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02352951,"threshold_uncertainty_score":0.04678506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006856193615370916,"score_gpt":0.1718861683332716,"score_spread":0.1650299747179007,"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."}}