{"id":"W4303982270","doi":"10.1021/acsestengg.2c00220","title":"Evaluating the Impact of Nutrient Doses on Biostimulation of Petroleum Hydrocarbon Biodegradation in Cold Region Soils","year":2022,"lang":"en","type":"article","venue":"ACS ES&T Engineering","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Faculty of Engineering, McGill University","keywords":"Biostimulation; Microcosm; Biodegradation; Hydrocarbon; Nutrient; Environmental chemistry; Diesel fuel; Soil water; Bioremediation; Total petroleum hydrocarbon; Environmental science; Chemistry; Soil contamination; Contamination; Ecology; Organic chemistry; Biology; Soil science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004838158,0.0004951908,0.0005615515,0.0003549228,0.0002868368,0.0005921693,0.0004061568,0.00053268,0.000670286],"category_scores_gemma":[0.0007839088,0.0001558087,0.0003287569,0.0003328723,0.0002944208,0.0003077912,0.0004588492,0.0004190213,0.0001849608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006839142,"about_ca_system_score_gemma":0.0008278594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009224436,"about_ca_topic_score_gemma":0.01468472,"domain_scores_codex":[0.9994425,0.0001101974,0.00006026555,0.0001148071,0.0001816779,0.00009053524],"domain_scores_gemma":[0.9992428,0.0002801996,0.0001248697,0.00003262404,0.0002287444,0.00009081373],"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":[0.0006679941,0.0001002474,0.002701798,0.0003020485,0.00002559079,0.00006168114,0.00005097419,0.0005733665,0.9907415,0.00002080727,0.00003252572,0.004721519],"study_design_scores_gemma":[0.00001582399,0.002367603,0.01799542,0.00003547347,0.00006621447,0.00005665396,0.0001681112,0.0007698828,0.9771134,0.00004315716,0.001348863,0.0000194379],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978741,0.0005577679,0.0004222843,0.00003449685,0.00001454315,0.00005520778,0.0003104619,0.00001044813,0.0007206209],"genre_scores_gemma":[0.9951259,0.001091258,0.002284583,0.00005508068,0.00001010314,0.00009694749,0.0003100108,0.00001214334,0.001013925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009224436,"threshold_uncertainty_score":0.01834148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01570927408245347,"score_gpt":0.2506573316198704,"score_spread":0.2349480575374169,"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."}}