{"id":"W3165715555","doi":"10.1038/s41598-021-89637-y","title":"Impact of diesel and biodiesel contamination on soil microbial community activity and structure","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biodiesel; Contamination; Diesel fuel; Environmental science; Community structure; Pulp and paper industry; Environmental chemistry; Waste management; Chemistry; Biology; Ecology; Engineering; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002729725,0.0000752499,0.0001025014,0.00006506623,0.000170577,0.00006620378,0.00002182368,0.00005766939,0.00003150958],"category_scores_gemma":[0.00004062281,0.00006326706,0.0000296993,0.0001355337,0.0001659207,0.00009913027,0.00004051417,0.0001420351,4.879581e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003278718,"about_ca_system_score_gemma":0.00002370775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005592552,"about_ca_topic_score_gemma":0.00005639589,"domain_scores_codex":[0.9995052,0.00004268842,0.0001001432,0.0001690621,0.00009780384,0.00008514812],"domain_scores_gemma":[0.9995503,0.00001427481,0.0000515867,0.0002557496,0.00008736008,0.00004077011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006766631,0.00002709899,0.003405259,0.000113211,0.00001854028,0.000008584791,0.0003999819,0.00004953312,0.9880357,0.000001715343,0.003805409,0.00412819],"study_design_scores_gemma":[0.0001602013,0.00004345793,0.1349512,0.00002209107,0.00001129146,0.0001356472,0.0001596716,0.000339419,0.8621395,0.0002217371,0.001706578,0.0001091943],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982446,0.0001083506,0.00001318356,0.00005640211,0.001305401,0.00006089099,0.00001479902,0.00003138742,0.0001649177],"genre_scores_gemma":[0.9996752,0.00001527355,0.00003067596,0.000003537109,0.00001714303,4.302741e-7,0.00002959033,0.000004253225,0.0002239081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1315459,"threshold_uncertainty_score":0.2579956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168211587947455,"score_gpt":0.2310065638773608,"score_spread":0.2193244479978863,"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."}}