{"id":"W4412807783","doi":"10.1002/wer.70153","title":"Anaerobic Digestion Performance and Microbial Community Structures in a Pilot‐Scale Up‐Flow Anaerobic Sludge Blanket (UASB) Treating Distillery Wastewater","year":2025,"lang":"en","type":"article","venue":"Water Environment Research","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"City of Calgary; Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; China Scholarship Council; Queensland University of Technology","keywords":"Wastewater; Anaerobic digestion; Biogas; Hydraulic retention time; Sewage treatment; Environmental science; Waste management; Pulp and paper industry; Population; Industrial wastewater treatment; Environmental engineering; Chemistry; Methane; Engineering; Medicine","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":[0.000871692,0.0002356439,0.000220969,0.0003955583,0.0003799564,0.0001016289,0.0002128529,0.0001202311,0.0001586967],"category_scores_gemma":[0.00001187728,0.0001847341,0.0000320662,0.0001981991,0.0002759633,0.0002317204,0.000249683,0.000794907,0.00005287339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003505832,"about_ca_system_score_gemma":0.00001054823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003061254,"about_ca_topic_score_gemma":0.0001473175,"domain_scores_codex":[0.9981952,0.0003103083,0.0003078708,0.0003300536,0.0002541197,0.000602478],"domain_scores_gemma":[0.9994327,0.00004180732,0.00001610818,0.0004086004,0.00001659131,0.00008419706],"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":[0.0004041553,0.0004122567,0.04664076,0.0004670806,0.0001031563,0.00001372781,0.005439636,0.04615629,0.8705112,0.0002952426,0.003713258,0.02584321],"study_design_scores_gemma":[0.002742949,0.0006884457,0.4609485,0.0003453727,0.00003774831,0.00002487167,0.001367938,0.0081394,0.5040092,0.000484431,0.02040194,0.0008091975],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981791,0.000111684,0.00008561483,0.0003133075,0.0001950983,0.0003782572,0.000009569128,0.00008914874,0.000638266],"genre_scores_gemma":[0.9966506,0.0005876988,0.0004787402,0.00001912109,0.00005616608,0.00005315581,0.0001637855,0.00002659056,0.001964156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4143077,"threshold_uncertainty_score":0.7533239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168661840542107,"score_gpt":0.2469546785254832,"score_spread":0.2252680601200621,"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."}}