{"id":"W3008937589","doi":"10.1007/s00248-020-01492-y","title":"Disentangling Community Structure of Ecological System in Activated Sludge: Core Communities, Functionality, and Functional Redundancy","year":2020,"lang":"en","type":"article","venue":"Microbial Ecology","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Biology; Denitrifying bacteria; Activated sludge; Denitrification; Microbial population biology; Ecosystem; Candidatus; Ecology; Nitrogen; 16S ribosomal RNA; Sewage treatment; Bacteria; Biochemistry; Gene","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":[0.0006372809,0.0002897125,0.0002982819,0.001350088,0.0003085251,0.0004645399,0.0002114462,0.000281804,0.0004700175],"category_scores_gemma":[0.001789232,0.0002052866,0.0003138917,0.0003878742,0.0003561502,0.0008358646,0.0006304675,0.000323246,0.000090897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001770572,"about_ca_system_score_gemma":0.0003171751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007288262,"about_ca_topic_score_gemma":0.001949362,"domain_scores_codex":[0.9997742,0.00007081297,0.00001479199,0.00004857634,0.00004840838,0.00004332038],"domain_scores_gemma":[0.9987689,0.0006089127,0.0001704173,0.0001104444,0.0001493985,0.0001919997],"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":[0.0009737613,0.0002176262,0.2254749,0.0001906022,0.0002431498,0.0001291933,0.0005237584,0.004475967,0.7377709,0.001498725,0.0001092461,0.02839227],"study_design_scores_gemma":[0.00003160579,0.0005279043,0.8408799,0.00003848925,0.0002134145,0.0004976874,0.0007022166,0.1065425,0.04356227,0.006401067,0.0005519793,0.00005091927],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980838,0.00006335553,0.001656163,0.0000106381,0.000001004616,0.000002574883,0.00004444947,0.000006717186,0.0001314064],"genre_scores_gemma":[0.9988756,0.00002231766,0.0009225493,0.000005323371,0.000001961078,0.000004248434,0.0001106228,0.000002335196,0.00005508055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001350088,"threshold_uncertainty_score":0.003370285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03216508137825351,"score_gpt":0.2205466149789685,"score_spread":0.188381533600715,"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."}}