{"id":"W6921576437","doi":"10.7939/r3-z5kt-jd91","title":"Bioremediation of Persistent Contaminants of Concern in the Petroleum Industry","year":2023,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Persulfate; Biodegradation; Bioremediation; Naphthenic acid; Environmental remediation; Extraction (chemistry); Contamination; Petroleum","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":[0.0003440924,0.0003867312,0.0002578756,0.0004387709,0.0003029506,0.000881922,0.0003385983,0.0003758936,0.000503623],"category_scores_gemma":[0.0001859387,0.000115421,0.000353668,0.0003675867,0.000261142,0.0002733964,0.0005269337,0.0004276508,0.0001605226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001616055,"about_ca_system_score_gemma":0.001602739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02968173,"about_ca_topic_score_gemma":0.06645957,"domain_scores_codex":[0.9996132,0.00003315106,0.00001565236,0.00003694451,0.0002173096,0.00008373581],"domain_scores_gemma":[0.99984,0.00001076007,0.00003158359,0.000008669275,0.00008967584,0.00001931819],"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":[0.00004381587,0.00004657935,0.001096332,0.00009067845,0.000006142786,0.00005434279,0.00003397716,0.0001705984,0.9894291,0.00007704196,0.00005709035,0.008894446],"study_design_scores_gemma":[0.000004915169,0.0004171142,0.008694733,0.00002819328,0.00002668276,0.0001043576,0.0002193153,0.0006142691,0.9862437,0.0000572497,0.003582023,0.000007412263],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923013,0.001908989,0.002634805,0.0002628706,0.00001926895,0.00005331599,0.0001236951,0.00007375472,0.002622062],"genre_scores_gemma":[0.9890288,0.002407803,0.004216082,0.00007362899,0.000005725301,0.00001759528,0.0002111774,0.00001025564,0.004028802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02968173,"threshold_uncertainty_score":0.05901796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306779254909139,"score_gpt":0.2101083933247603,"score_spread":0.1970406007756689,"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."}}