{"id":"W97327156","doi":"10.1007/978-3-540-77587-4_168","title":"Microbial Communities in Hydrocarbon-Contaminated Temperate, Tropical, Alpine, and Polar Soils","year":2009,"lang":"en","type":"book-chapter","venue":"","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Biotechnology Research Institute","funders":"","keywords":"Actinobacteria; Microbial population biology; Proteobacteria; Soil water; Environmental science; Dominance (genetics); Nutrient; Environmental chemistry; Contamination; Ecology; Soil science; Biology; Chemistry; Bacteria","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":[0.00007677776,0.0001605189,0.0001080322,0.0003370736,0.0001402145,0.0003691979,0.00015202,0.0001991024,0.0005272723],"category_scores_gemma":[0.00008326006,0.00009520378,0.00009632279,0.0005657859,0.0001637246,0.0002651592,0.0002285744,0.000137236,0.0002343527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001755342,"about_ca_system_score_gemma":0.0001257699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001453688,"about_ca_topic_score_gemma":0.0030223,"domain_scores_codex":[0.9999534,0.000006201959,0.000002791622,0.00001115762,0.00001666814,0.000009776406],"domain_scores_gemma":[0.9999752,0.000008229559,0.000005457213,0.000001128596,0.000004967864,0.000004900668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002189192,0.000050153,0.007288033,0.0003919704,0.0000190789,0.0004605858,0.0008365621,0.001116443,0.8532048,0.0009794506,0.0007343214,0.1346997],"study_design_scores_gemma":[0.00002691202,0.0008767466,0.3014822,0.0003367946,0.00008806037,0.003691537,0.00266311,0.003757151,0.6127588,0.005081916,0.06917981,0.00005694977],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9487099,0.03544899,0.002671006,0.0002326121,0.00002489581,0.00001924295,0.0009696067,0.00003641855,0.01188727],"genre_scores_gemma":[0.9163845,0.05379068,0.005122182,0.0001630481,0.00004320065,0.00003845377,0.002060891,0.00002574446,0.02237133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001453688,"threshold_uncertainty_score":0.002890468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009630332710001006,"score_gpt":0.194929629650688,"score_spread":0.185299296940687,"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."}}