{"id":"W1883822615","doi":"10.1002/0471263397.env090","title":"Bioremediation of Soils","year":2003,"lang":"en","type":"other","venue":"Encyclopedia of Environmental Microbiology","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Bioremediation; Phytoremediation; Biodegradation; Environmental science; Environmental chemistry; Soil contamination; Soil water; Contamination; Chemistry; Soil science; Biology; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001322197,0.0003258194,0.0005014174,0.0001219665,0.00001722606,0.000001635894,0.0003060994,0.0005285866,0.0831539],"category_scores_gemma":[0.00002213142,0.000300191,0.000140677,0.000119749,0.0007230644,0.00003156199,0.0001688051,0.0001458759,0.001684114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009709087,"about_ca_system_score_gemma":0.0000150225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009920618,"about_ca_topic_score_gemma":0.00009609309,"domain_scores_codex":[0.9984777,0.0001139917,0.0005429027,0.0004423278,0.0001289812,0.0002940884],"domain_scores_gemma":[0.998781,0.00002990683,0.0007487769,0.0003615498,0.000001557344,0.00007722044],"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":[0.000009742051,0.0001894299,0.008501399,0.00002533497,0.00003417461,0.000001416155,0.00005618276,0.000002091055,0.6459002,0.000005893874,0.3439216,0.001352614],"study_design_scores_gemma":[0.0004637512,0.0001210243,0.003188739,0.00002963278,0.00004624302,0.000008494157,0.00002407485,5.584899e-7,0.04109261,0.00001417916,0.9546673,0.0003433668],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06976056,0.0007344662,0.00002264216,0.00003321885,0.001046176,0.0006616145,0.001980993,0.00004448442,0.9257159],"genre_scores_gemma":[0.1213991,0.01240629,0.004803985,0.0003777577,0.0002506686,0.00001690595,0.001596639,0.0005863215,0.8585624],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6107458,"threshold_uncertainty_score":0.999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003614648390764997,"score_gpt":0.1842873125728759,"score_spread":0.1806726641821109,"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."}}