{"id":"W4224309101","doi":"10.1111/1462-2920.16025","title":"Microbial community origin and fate through a rural wastewater treatment plant","year":2022,"lang":"en","type":"article","venue":"Environmental Microbiology","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill Genome Centre; Université de Montréal","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Wastewater; Biology; Effluent; Sewage treatment; Activated sludge; Microbial population biology; Bacteroides; Anammox; Sewage; Relative species abundance; Ecology; Bacteria; Abundance (ecology); Denitrification; Environmental engineering; Environmental science; Chemistry","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001222447,0.0003292849,0.0002842894,0.00002975428,0.0009097959,0.00001850227,0.0002622504,0.0000683505,0.006321042],"category_scores_gemma":[7.74527e-7,0.000271066,0.0001005606,0.00005467937,0.0004920998,0.0001145789,0.001021611,0.0002719059,0.0005799585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007773609,"about_ca_system_score_gemma":0.000005061256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001180993,"about_ca_topic_score_gemma":0.00009104453,"domain_scores_codex":[0.9983461,0.0004802494,0.0002398032,0.0003524208,0.00007698296,0.0005044681],"domain_scores_gemma":[0.9994625,0.00004536652,0.00008070198,0.0003283616,2.817297e-7,0.00008272935],"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":[0.0001669199,0.000539351,0.02271928,0.000001807792,0.00007165776,0.00004898407,0.002268104,0.00007863301,0.9727001,0.000008348075,0.0009859338,0.0004108371],"study_design_scores_gemma":[0.006266923,0.003759102,0.01267828,0.000006821933,0.0001815438,0.004648012,0.005209872,0.00004844739,0.5960177,0.0004493082,0.3695683,0.001165682],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979324,0.0001525251,0.000001395036,0.0002039824,0.0001956283,0.0003805324,0.0007739089,0.00004198999,0.0003176542],"genre_scores_gemma":[0.9955289,0.00006360794,0.001031473,0.0003104709,0.00002986798,0.00008012442,0.001121422,0.00002955757,0.001804565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3766824,"threshold_uncertainty_score":0.9999741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01386822660477215,"score_gpt":0.2022021514852986,"score_spread":0.1883339248805264,"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."}}