{"id":"W5910154","doi":"10.1007/978-3-662-05794-0_8","title":"Remediation of Organic Pollutants Through Natural Attenuation","year":2004,"lang":"en","type":"book-chapter","venue":"Soil biology","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Biotechnology Research Institute","funders":"","keywords":"Natural (archaeology); Attenuation; Pollutant; Environmental remediation; Environmental science; Contamination; Human health; Environmental chemistry; Environmental engineering; Waste management; Geology; Environmental health; Chemistry; Engineering; Ecology; Biology; Physics","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":[0.000106561,0.0003974779,0.0002525311,0.0002376054,0.0001195818,0.0004992894,0.0005990004,0.0004027867,0.001787996],"category_scores_gemma":[0.0001057219,0.0001722613,0.0002454895,0.0002847331,0.0003874896,0.0007240843,0.0003525855,0.0004107959,0.00114877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003285965,"about_ca_system_score_gemma":0.0002391789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003918635,"about_ca_topic_score_gemma":0.0009747545,"domain_scores_codex":[0.9999292,0.000007846523,0.000003186064,0.00001355976,0.00003643316,0.000009689606],"domain_scores_gemma":[0.9999727,0.00001193281,0.000003486218,0.000004216924,0.000005661238,0.000002047379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004355744,0.0001824636,0.0002536722,0.0007638015,0.00001339308,0.0001968351,0.0001273809,0.0015049,0.6827149,0.0164572,0.004180424,0.2935615],"study_design_scores_gemma":[0.00001364142,0.0002159669,0.0009975196,0.00007737477,0.00002309295,0.0008996682,0.00005776926,0.002171515,0.7069998,0.009886578,0.2786421,0.00001494256],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.2247093,0.3161618,0.2341093,0.003588268,0.00120777,0.0002077104,0.0004646897,0.001395752,0.2181555],"genre_scores_gemma":[0.4322194,0.2043643,0.06962956,0.00116607,0.0003720987,0.0001954399,0.0006440016,0.0001858457,0.2912232],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.001787996,"threshold_uncertainty_score":0.005981445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01240829721755115,"score_gpt":0.224037694975714,"score_spread":0.2116293977581628,"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."}}