{"id":"W3180207498","doi":"10.3390/microorganisms9071502","title":"Persulfate Oxidation Coupled with Biodegradation by Pseudomonas fluorescens Enhances Naphthenic Acid Remediation and Toxicity Reduction","year":2021,"lang":"en","type":"article","venue":"Microorganisms","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Persulfate; Biodegradation; Pseudomonas fluorescens; Environmental remediation; Chemistry; Naphthenic acid; Environmental chemistry; Bioremediation; Acute toxicity; Toxicity; Organic chemistry; Bacteria; Contamination; Biology; Catalysis; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001383849,0.0005171223,0.0003626715,0.0002367975,0.0001052228,0.0003436807,0.0002329621,0.0003491645,0.0007343222],"category_scores_gemma":[0.0001314048,0.0001662527,0.0003886613,0.000177827,0.0001641009,0.0002330998,0.0002997632,0.0003519788,0.0002371039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002865004,"about_ca_system_score_gemma":0.0002706755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002428368,"about_ca_topic_score_gemma":0.00393064,"domain_scores_codex":[0.9997845,0.00001877597,0.00001240905,0.00003254559,0.00008377684,0.0000679908],"domain_scores_gemma":[0.9999377,0.000008507293,0.00001704171,0.000004774835,0.00001683694,0.00001517741],"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":[0.00003023592,0.00001879297,0.00007417956,0.00001592953,0.000002145708,0.00001514947,0.000004719537,0.00003614475,0.9989791,0.000009261288,0.000008510574,0.0008058042],"study_design_scores_gemma":[0.000004365739,0.0002297811,0.001303274,0.000002156135,0.000006908205,0.00003581178,0.00001213101,0.0004855038,0.9975107,0.000009017099,0.0003970086,0.000003297492],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997296,0.0004528766,0.001193074,0.00005013886,0.00001441168,0.00001437299,0.00006396831,0.0000611414,0.0008540743],"genre_scores_gemma":[0.9966795,0.0003057708,0.001104451,0.00002260443,0.000004853498,0.00001171952,0.0001070608,0.000009556781,0.001754438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002428368,"threshold_uncertainty_score":0.004828453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005337319859903837,"score_gpt":0.2009865725680927,"score_spread":0.1956492527081889,"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."}}