{"id":"W2003397500","doi":"10.2118/136529-ms","title":"State of the Art of Remediation for Petroleum Industries","year":2010,"lang":"en","type":"article","venue":"","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fleming College","funders":"","keywords":"Environmental remediation; Bioremediation; Soil vapor extraction; Oil refinery; Waste management; Environmental science; Petroleum; Soil contamination; Air sparging; Petroleum industry; Underground storage tank; Groundwater; Groundwater remediation; Human decontamination; Environmental engineering; Contamination; Soil water; Engineering; Geology; Storage tank; Soil science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001496054,0.0005711142,0.0003492017,0.002374603,0.000659225,0.003915539,0.001149773,0.002106556,0.01514398],"category_scores_gemma":[0.001312415,0.0002254608,0.0004293675,0.003831504,0.001213304,0.003509683,0.001175859,0.001212178,0.005541663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002116316,"about_ca_system_score_gemma":0.003343052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00327477,"about_ca_topic_score_gemma":0.002549376,"domain_scores_codex":[0.9987409,0.0001916197,0.00009913843,0.0001823435,0.0006904698,0.00009561129],"domain_scores_gemma":[0.9985194,0.0004748983,0.0002108691,0.0001502321,0.0005667607,0.00007782543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004532755,0.0001015008,0.000487723,0.004574914,0.00001909371,0.00008975891,0.0001300711,0.001185672,0.004958242,0.05704737,0.03041352,0.9009469],"study_design_scores_gemma":[0.000003617274,0.00004795029,0.0008963651,0.001145674,0.000008908849,0.0001977552,0.000115039,0.0006905042,0.002021567,0.009261078,0.9855986,0.00001297255],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004153837,0.8371652,0.01240818,0.02135966,0.001737616,0.00006246835,0.0002852063,0.0002127898,0.1226151],"genre_scores_gemma":[0.06942462,0.8678353,0.0119178,0.003330868,0.002066782,0.00007187144,0.0004462964,0.00004791087,0.04485847],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01514398,"threshold_uncertainty_score":0.05066168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008132873216154588,"score_gpt":0.2047836301751686,"score_spread":0.196650756959014,"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."}}