{"id":"W3119289231","doi":"10.1680/jenes.20.00038","title":"Field-scale biopiles for remediation of sulfolane-contaminated soil","year":2021,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Sulfolane; Environmental science; Environmental remediation; Aeration; Nutrient; Soil water; Environmental chemistry; Soil contamination; Contamination; Chemistry; Soil science; Ecology; Solvent","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0003652244,0.0006020233,0.000316297,0.0003472839,0.0003577297,0.0004015538,0.0003744793,0.0003311024,0.0006781876],"category_scores_gemma":[0.0002335002,0.0001155272,0.0002742755,0.0002949793,0.0002974263,0.000202974,0.0002338447,0.0003956476,0.0001309671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006755859,"about_ca_system_score_gemma":0.0008697319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02084036,"about_ca_topic_score_gemma":0.0429983,"domain_scores_codex":[0.999826,0.00003005694,0.000009565754,0.00003285399,0.00006697038,0.00003461097],"domain_scores_gemma":[0.9998398,0.0000259734,0.00003324655,0.000009293361,0.00005577984,0.000035875],"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":[0.0001551567,0.0001564404,0.001156188,0.0001061066,0.000008843643,0.00003910164,0.00004212834,0.0003709103,0.993666,0.00002098092,0.00004851495,0.004229551],"study_design_scores_gemma":[0.00002983249,0.00189227,0.01315054,0.00001258164,0.00003721628,0.0000602249,0.0001531831,0.0009606623,0.9825059,0.00002123191,0.001166157,0.0000101544],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969733,0.0002862221,0.001968308,0.00003740308,0.00001070169,0.0001185721,0.0002257965,0.0000314151,0.0003483447],"genre_scores_gemma":[0.9862633,0.000976218,0.01038483,0.00002990513,0.000009499034,0.0001159837,0.0005054533,0.00001053128,0.001704221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02084036,"threshold_uncertainty_score":0.0414381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003630572829438526,"score_gpt":0.1786376598431204,"score_spread":0.1750070870136819,"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."}}