{"id":"W4200033751","doi":"10.3390/nitrogen2040032","title":"Changes in BNR Microbial Community in Response to Different Selection Pressure","year":2021,"lang":"en","type":"article","venue":"Nitrogen","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nitrospira; Flavobacterium; Nitrification; Microbiology; Chemistry; Sequencing batch reactor; Biofilm; Environmental chemistry; Autotroph; Microbial population biology; Extracellular polymeric substance; Biology; Bacteria; Food science; Wastewater; Pseudomonas; Nitrogen; Environmental engineering; Organic 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":[],"consensus_categories":[],"category_scores_codex":[0.0002603577,0.000129041,0.0001518948,0.00007149852,0.00008073406,0.0000237726,0.0001417517,0.00006856502,0.0007491158],"category_scores_gemma":[0.00003004157,0.0001196099,0.0000348557,0.000350416,0.00002586006,0.00005741431,0.0002152032,0.0001971459,0.0001691827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002189292,"about_ca_system_score_gemma":0.00001173015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00130428,"about_ca_topic_score_gemma":0.04121554,"domain_scores_codex":[0.998632,0.00062544,0.0001253919,0.0002023161,0.0001386814,0.0002762173],"domain_scores_gemma":[0.9996545,0.00005035517,0.00002115127,0.0001947292,0.000005635638,0.00007364702],"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":[0.0003600931,0.0002614953,0.3246525,0.000003792422,0.00001015909,0.00003112632,0.001131022,0.0001842168,0.6726734,0.000001077063,0.0001979279,0.0004931363],"study_design_scores_gemma":[0.0007431781,0.0001186616,0.347229,0.00001654866,0.00001339775,0.00002248353,0.0001727414,0.00007245406,0.6486925,0.0001519903,0.002627978,0.0001390156],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988855,0.0000392842,0.000002572626,0.0005959703,0.00004646169,0.0002081842,0.0000115131,0.00002202278,0.0001885406],"genre_scores_gemma":[0.9979231,0.000003974106,0.0009319512,0.0001840271,0.00002069934,0.00003352845,0.00001771947,0.00001211694,0.0008728334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03991126,"threshold_uncertainty_score":0.9762798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01450968405457583,"score_gpt":0.2294838995477859,"score_spread":0.21497421549321,"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."}}