{"id":"W2101461733","doi":"10.1002/9780470057339.vnn170","title":"Soil Contamination and Remediation","year":2012,"lang":"en","type":"other","venue":"Encyclopedia of Environmetrics","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Contamination; Environmental remediation; Environmental science; Soil contamination; Environmental chemistry; Groundwater contamination; Contaminated land; Pollution; Soil water; Groundwater; Ecology; Chemistry; Aquifer; Soil science; Geology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005757106,0.0009039557,0.000452717,0.002320324,0.0007505392,0.002060081,0.0008464149,0.001100345,0.01119051],"category_scores_gemma":[0.0006827732,0.0001375898,0.0006244238,0.002415018,0.000487656,0.0007841973,0.001300555,0.0006525736,0.00427087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008855779,"about_ca_system_score_gemma":0.001224161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002120689,"about_ca_topic_score_gemma":0.002816206,"domain_scores_codex":[0.998886,0.0001585347,0.00005968603,0.0001386667,0.0006081978,0.0001488921],"domain_scores_gemma":[0.9996834,0.00005463521,0.00007741738,0.00003148356,0.0001254065,0.00002764127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001205522,0.0003484648,0.004394768,0.003784625,0.00008572005,0.001149056,0.0002588363,0.001959914,0.1706762,0.01075684,0.01971386,0.7867512],"study_design_scores_gemma":[0.00002255115,0.0004347585,0.006994081,0.0008465252,0.00009188966,0.002312484,0.0004819796,0.001657836,0.2530092,0.005857902,0.7282457,0.00004515367],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1789785,0.3077512,0.07029136,0.01273937,0.002600118,0.001004966,0.003251604,0.001758037,0.421625],"genre_scores_gemma":[0.5947537,0.2046288,0.04153304,0.002922661,0.0006166405,0.0003667462,0.002040283,0.0001566308,0.1529816],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01119051,"threshold_uncertainty_score":0.03743595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006300893243616996,"score_gpt":0.1964190767242476,"score_spread":0.1901181834806306,"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."}}