{"id":"W4206667946","doi":"10.1002/9780470054581.eib153","title":"Bioremediation","year":2010,"lang":"en","type":"other","venue":"Encyclopedia of Industrial Biotechnology","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Bioremediation; Biostimulation; Chemistry; Cometabolism; Environmental chemistry; Environmental remediation; Biotransformation; Anoxic waters; Biodegradation; Contamination; Biochemistry; Organic chemistry; Enzyme; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007774468,0.001890015,0.001051814,0.002097489,0.001260898,0.002383929,0.001412289,0.001531199,0.03800199],"category_scores_gemma":[0.0007150423,0.0004013325,0.001189232,0.001542196,0.000568828,0.001313102,0.002004976,0.002233371,0.03171095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001555517,"about_ca_system_score_gemma":0.001350587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002194969,"about_ca_topic_score_gemma":0.001943689,"domain_scores_codex":[0.9985493,0.0001519504,0.00009918106,0.0003250013,0.0006372465,0.000237425],"domain_scores_gemma":[0.9995814,0.00004174065,0.00004373578,0.00006579715,0.000225098,0.00004228104],"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":[0.0003704448,0.0005165096,0.001570034,0.003508535,0.00009521365,0.001071635,0.0003244144,0.001287953,0.5829639,0.01107102,0.07157569,0.3256446],"study_design_scores_gemma":[0.00004080292,0.0002724667,0.001174944,0.0002758945,0.00005011356,0.0004664596,0.0001020367,0.001158845,0.3379024,0.001656848,0.6568585,0.00004070731],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1077712,0.04953597,0.1636934,0.00783517,0.01010852,0.004452525,0.01182504,0.01814365,0.6266347],"genre_scores_gemma":[0.3339471,0.02819292,0.0731718,0.008807197,0.0009248182,0.002963486,0.01868447,0.001737757,0.5315705],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03800199,"threshold_uncertainty_score":0.1271293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034083535466737,"score_gpt":0.2126518445978896,"score_spread":0.2023110092432222,"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."}}