{"id":"W2944548763","doi":"10.1038/s41564-019-0426-5","title":"Global diversity and biogeography of bacterial communities in wastewater treatment plants","year":2019,"lang":"en","type":"article","venue":"Nature Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":896,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; Concordia University; McGill University","funders":"Guangdong Provincial Key Laboratory of Environmental Pollution Control and Remediation Technology; Universidade Federal do Rio de Janeiro; Applied Molecular Biosciences Unit; National Cheng Kung University; Faculdade de Ciências e Tecnologia, Universidade Nova de Lisboa; Universidade Nova de Lisboa; Universidad Nacional Autónoma de México; Universidade de São Paulo; North Carolina State University; Chinese Academy of Sciences; Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences; Commonwealth Scientific and Industrial Research Organisation; Tsinghua University; Instituto de Ingeniería, Universidad Nacional Autónoma de México; University of Glasgow; Lawrence Berkeley National Laboratory; Rede de Química e Tecnologia; Villum Fonden; Newcastle University; Northern Arizona University; University of Oklahoma; Sun Yat-sen University; Arizona State University","keywords":"Ecology; Activated sludge; Biology; Biological dispersal; Sewage treatment; Microbial ecology; Biogeography; Microbial population biology; Environmental science; Environmental engineering; Bacteria; Population","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":[0.000244018,0.0001721453,0.0002487245,0.001172848,0.0002872282,0.0005226909,0.0001361115,0.0002763428,0.0006121292],"category_scores_gemma":[0.0003225515,0.0001460746,0.0002481996,0.001096607,0.0003146323,0.0004383106,0.0005555752,0.000221283,0.0001244119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003460025,"about_ca_system_score_gemma":0.000190423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003604451,"about_ca_topic_score_gemma":0.005799301,"domain_scores_codex":[0.9998399,0.00003112962,0.00000829943,0.00006205813,0.0000237703,0.00003476435],"domain_scores_gemma":[0.9997324,0.00006319126,0.00007129646,0.0000204983,0.000055447,0.00005715566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000524122,0.00005934797,0.7540499,0.0001496594,0.0002891142,0.00008464776,0.001100768,0.00250109,0.2166689,0.0003106626,0.0001788377,0.02408293],"study_design_scores_gemma":[0.000002732542,0.00004577659,0.9979248,0.00000423751,0.00001495445,0.00005589395,0.0002650179,0.000609055,0.0007736516,0.00007544247,0.0002243265,0.000003988684],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990883,0.0002848081,0.0001384936,0.00001849638,8.112317e-7,0.000001114561,0.000185047,0.000003580541,0.0002793242],"genre_scores_gemma":[0.9992431,0.0001781909,0.0001295931,0.00001121959,0.000002733536,0.00000258671,0.0002764002,0.00000217977,0.0001540583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003604451,"threshold_uncertainty_score":0.007166922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00597011895865581,"score_gpt":0.1989273417275311,"score_spread":0.1929572227688753,"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."}}