{"id":"W6989597130","doi":"","title":"Biosurfactant enhanced remediation of a mixed contaminated soil","year":2006,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental remediation; Contamination; Soil contamination; Zinc; Copper; Diesel fuel; Heavy metals; Saponin","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001596062,0.0005339332,0.0004905942,0.0003194142,0.0001180847,0.0003838787,0.0002323769,0.0003531927,0.0003700647],"category_scores_gemma":[0.0001591923,0.0001100106,0.0004531259,0.0003417764,0.0001387091,0.0002631588,0.000326315,0.000310408,0.0001469558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001288356,"about_ca_system_score_gemma":0.0002233284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007929383,"about_ca_topic_score_gemma":0.001045265,"domain_scores_codex":[0.9997993,0.00003548104,0.00002083109,0.00003605416,0.00006730801,0.00004096302],"domain_scores_gemma":[0.9999183,0.00001434771,0.00002251746,0.000006713366,0.00002343027,0.00001456618],"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":[0.00005940169,0.00003187863,0.0001052902,0.0000606201,0.0000072185,0.00007579492,0.00001119888,0.0001416856,0.9977862,0.00001830129,0.000009434508,0.001692938],"study_design_scores_gemma":[0.0000042098,0.0003414118,0.0009414261,0.00000684573,0.00001278886,0.00008641291,0.00002223881,0.0005674925,0.99756,0.000009892735,0.0004424446,0.00000477805],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958093,0.0007313173,0.002487266,0.00003810461,0.0000203318,0.00003811286,0.0001838691,0.00004101203,0.0006508007],"genre_scores_gemma":[0.9937416,0.0008670745,0.004007426,0.00002213251,0.00000568669,0.00002513152,0.0001951203,0.00001024713,0.001125492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007929383,"threshold_uncertainty_score":0.001576602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01267078091000047,"score_gpt":0.2398004476547798,"score_spread":0.2271296667447794,"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."}}