{"id":"W4223552720","doi":"10.1016/j.scitotenv.2022.155062","title":"Response of antibiotic resistance genes and microbial niches to dissolved oxygen in an oxygen-based membrane biofilm reactor during greywater treatment","year":2022,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Biofilm; Extracellular polymeric substance; Microbial population biology; Microaerophile; Environmental chemistry; Chemistry; Oxygen; Microbiology; Bioreactor; Nitrogen; Chemical oxygen demand; Biodegradation; Biology; Bacteria; Ecology; Environmental engineering; Wastewater; Botany","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":[0.0002987788,0.0004033723,0.000844539,0.000161181,0.0003974309,0.0008999231,0.0003119683,0.0007382586,0.000748331],"category_scores_gemma":[0.0005961992,0.0002345604,0.0004181901,0.0002130819,0.0004467604,0.000458614,0.0004644883,0.0007487508,0.0001818528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005472591,"about_ca_system_score_gemma":0.0006490991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008127476,"about_ca_topic_score_gemma":0.00883396,"domain_scores_codex":[0.9996675,0.00003053011,0.00002055248,0.00009847087,0.00008788562,0.00009515541],"domain_scores_gemma":[0.9997142,0.00008896916,0.00004957985,0.00001071624,0.0000703602,0.00006624855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003955978,0.00005824007,0.001121677,0.00002581466,0.000008762148,0.00004771256,0.0001204705,0.0001633536,0.9974129,0.00001675854,0.00002244143,0.0006062276],"study_design_scores_gemma":[0.00004518223,0.001631812,0.03141992,0.0000183712,0.00006041607,0.00007350472,0.0009208916,0.006286227,0.9588772,0.00009427856,0.0005255127,0.00004653842],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994754,0.00006472401,0.0002060034,0.00003317204,0.000009929232,0.000007095155,0.00008362628,0.000004705892,0.0001152864],"genre_scores_gemma":[0.9985536,0.0001138945,0.0004413731,0.00004022196,0.000005807717,0.00001525517,0.000139442,0.000006199623,0.0006842711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008127476,"threshold_uncertainty_score":0.01616037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01814056108754778,"score_gpt":0.2421110732477812,"score_spread":0.2239705121602335,"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."}}