{"id":"W4405212091","doi":"10.1016/j.jwpe.2024.106726","title":"Biofiltration as a sustainable approach for the treatment of hydrophobic volatile organic compounds: Improvement strategies and integrated systems","year":2024,"lang":"en","type":"article","venue":"Journal of Water Process Engineering","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Biofilter; Chemistry; Environmental chemistry; Environmental science; Environmental engineering","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":[0.0003821607,0.0003876446,0.0003885766,0.0003765133,0.0003821525,0.001558692,0.0005634339,0.0006530095,0.0005525305],"category_scores_gemma":[0.0001666205,0.0001539756,0.0005678704,0.0005126113,0.0003123822,0.0009256701,0.0008134154,0.000621251,0.000162303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001201961,"about_ca_system_score_gemma":0.001372505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003773683,"about_ca_topic_score_gemma":0.007189413,"domain_scores_codex":[0.9996158,0.0000456879,0.00002380798,0.00005124307,0.000200707,0.00006280169],"domain_scores_gemma":[0.999922,0.000009457264,0.00001442021,0.000007649908,0.00003454979,0.00001190284],"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":[0.0001720428,0.0003671652,0.002939515,0.0004417627,0.00008119964,0.00006601874,0.00004496518,0.003828329,0.895033,0.003479047,0.0005239054,0.09302311],"study_design_scores_gemma":[0.00004645733,0.001161315,0.0061178,0.00008828731,0.0001652184,0.000185684,0.0002141321,0.03123129,0.9412839,0.001976276,0.01748547,0.00004422922],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8887465,0.02506356,0.07797704,0.001433321,0.0001988971,0.0001566595,0.000354375,0.0002878034,0.00578195],"genre_scores_gemma":[0.956892,0.01358902,0.02590986,0.0001453433,0.00002920772,0.00006343734,0.0002466166,0.00001683258,0.003107693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003773683,"threshold_uncertainty_score":0.008720875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008266425337843164,"score_gpt":0.224693757643377,"score_spread":0.2164273323055338,"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."}}