{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003141483,0.00005977494,0.0001051346,0.00003985889,0.00004229738,0.00001400999,0.0001024534,0.00003203564,0.0001613055],"category_scores_gemma":[0.00009568323,0.00005116652,0.00003656045,0.0001228869,0.0001131797,0.0001763737,0.00005071637,0.00005456699,0.000002675709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000564164,"about_ca_system_score_gemma":0.00001522837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003440912,"about_ca_topic_score_gemma":0.000003613612,"domain_scores_codex":[0.9993242,0.000006275504,0.0002219329,0.0001064231,0.0002244036,0.0001167571],"domain_scores_gemma":[0.9996827,0.00004530928,0.0001226408,0.00006220357,0.000008500283,0.00007868725],"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":[0.00001034269,0.00003073068,0.01041479,0.000006343474,0.00000248083,0.000002023723,0.0001284054,0.0004650184,0.9862984,0.000004131606,0.00007354749,0.002563785],"study_design_scores_gemma":[0.0003508686,0.0001745819,0.1330011,0.00001890359,0.00001008515,0.00004352314,0.0001093251,0.002859467,0.8620028,0.00001044111,0.001338063,0.00008081005],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987898,0.00008039124,0.0007145796,0.0001041097,0.0001851054,0.00003786319,0.0000101948,0.000002604019,0.00007535415],"genre_scores_gemma":[0.9969561,0.0001476933,0.002750155,0.00004303024,0.00002462835,3.048446e-7,0.000001427814,0.000003127626,0.00007352677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1242956,"threshold_uncertainty_score":0.208651,"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."}}