{"id":"W4390816348","doi":"10.1016/j.jwpe.2023.104763","title":"Biofilm-based hybrid systems for enhanced brewery wastewater treatment – A review","year":2024,"lang":"en","type":"review","venue":"Journal of Water Process Engineering","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; University of Northern British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of Northern British Columbia","keywords":"Biofilter; Wastewater; Biochemical engineering; Sewage treatment; Hybrid system; Biofilm; Effluent; Process engineering; Environmental science; Resource recovery; Waste management; Computer science; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004010669,0.0007548023,0.002084581,0.0002407083,0.00004904735,0.0001270708,0.000419592,0.0001358813,0.00008753757],"category_scores_gemma":[0.00001180469,0.000373281,0.001145415,0.0001814613,0.00002602852,0.000228491,0.00006056484,0.0002467286,0.0002247658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006904683,"about_ca_system_score_gemma":0.00008096903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005710458,"about_ca_topic_score_gemma":2.351286e-7,"domain_scores_codex":[0.9973153,0.00004263684,0.001254534,0.0004122712,0.0004111024,0.000564181],"domain_scores_gemma":[0.9990745,0.00003885284,0.0003719695,0.0002791764,0.00003723138,0.0001983374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001142138,0.0006534237,0.000001816853,0.7521052,0.004363582,0.001461099,0.0004653541,0.01520614,0.003499452,0.000003227577,0.005438237,0.2166882],"study_design_scores_gemma":[0.0004535972,0.0004546239,1.957448e-8,0.06636266,0.004676042,0.0008105573,0.000004332655,0.0006375727,0.02042158,0.000004057449,0.9056354,0.0005395957],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006969852,0.9965209,0.0003567654,0.00003417346,0.0009414653,0.001323564,0.00005031402,0.0000535015,0.00002227297],"genre_scores_gemma":[0.000219276,0.9967614,0.001243087,0.0000130084,0.0004121649,0.0003582442,0.00008069156,0.0001484288,0.0007636371],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9001971,"threshold_uncertainty_score":0.9998719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02319336989713686,"score_gpt":0.2740985153243783,"score_spread":0.2509051454272414,"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."}}