{"id":"W4385932616","doi":"10.1021/acsestwater.3c00326","title":"Mild Photocatalysis Removes Microbial Inhibition and Enables Effective Biological Treatment of Naphthenic Acids","year":2023,"lang":"en","type":"article","venue":"ACS ES&T Water","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biodegradation; Mineralization (soil science); Chemistry; Photocatalysis; Naphthenic acid; Environmental chemistry; Organic chemistry; Nitrogen; Catalysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008379918,0.000158195,0.000283513,0.0001000812,0.00009258815,0.00002871837,0.0000560939,0.0001243579,0.00009363312],"category_scores_gemma":[0.00001471389,0.00009348207,0.0001266948,0.0001470687,0.0001140939,0.00005465145,0.00005033795,0.000048495,0.00004301534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004018899,"about_ca_system_score_gemma":0.000007014562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000817786,"about_ca_topic_score_gemma":0.000006773821,"domain_scores_codex":[0.9991831,0.00002595999,0.0001822332,0.0002967803,0.00008353313,0.0002283949],"domain_scores_gemma":[0.9996567,0.00005189453,0.00004937773,0.0001688442,0.00003143252,0.00004170472],"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":[0.00006450329,0.00008018038,0.002768887,0.00005857408,0.0001863797,0.00001291786,0.0006314918,0.000006779926,0.9883446,0.000001699887,0.00003525018,0.007808765],"study_design_scores_gemma":[0.0006166474,0.00007397891,0.0003658556,0.00004668504,0.0001302539,0.000006723491,0.0001653059,0.00005092105,0.9964883,0.0001281395,0.001801131,0.0001261],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999003,0.0002022022,0.000004127407,0.0001041433,0.00001231774,0.00001825958,0.00003484827,0.00007849216,0.0005426282],"genre_scores_gemma":[0.996533,0.000255285,0.00003571282,0.00001778496,0.00006796671,0.00002819656,0.0003138646,0.00001196074,0.002736245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008143688,"threshold_uncertainty_score":0.3812088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01461680347531959,"score_gpt":0.2382365949812347,"score_spread":0.2236197915059151,"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."}}