{"id":"W2179348799","doi":"10.1128/mbio.00729-15","title":"The Relationship between Microbial Community Evenness and Function in Slow Sand Filters","year":2015,"lang":"en","type":"article","venue":"mBio","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institute of Infection and Immunity","funders":"Engineering and Physical Sciences Research Council; Medical Research Council; University of Glasgow","keywords":"Species evenness; Microbial population biology; Environmental science; Water quality; Biology; Sand filter; Ecology; Environmental engineering; Species diversity; Bacteria","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002703849,0.00004134072,0.00003408866,0.00001053477,0.0002098252,0.00002927285,0.00003804906,0.00002854456,0.00001025746],"category_scores_gemma":[0.00003165194,0.00002912752,0.000008867282,0.00007043113,0.0000667033,0.0001187724,0.00004386577,0.00008204167,0.00007893131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007789848,"about_ca_system_score_gemma":0.000002318066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001918282,"about_ca_topic_score_gemma":0.001257651,"domain_scores_codex":[0.9996469,0.0001147687,0.00005853872,0.00005609426,0.00004888339,0.0000748012],"domain_scores_gemma":[0.9997498,0.0001123083,0.00001700376,0.00008763399,0.000001578569,0.00003169454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001489677,0.00001607049,0.9964381,6.646194e-7,0.000001402881,1.577377e-7,0.0004654153,0.00001385937,0.000190151,0.00000843601,0.00134898,0.001501832],"study_design_scores_gemma":[0.0003670855,0.0000454342,0.9952806,0.000002918022,0.0000063897,8.516922e-7,0.0001148043,0.000008011123,0.0003308919,0.002566983,0.001239089,0.00003700024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975138,0.00001320325,0.00005178306,0.000193974,0.00007825792,0.00007101354,0.000001633089,0.00001126717,0.002065025],"genre_scores_gemma":[0.9994437,6.165583e-7,0.00001733105,0.00001611357,0.00001701908,0.000003907165,0.00001684621,0.000002501126,0.0004819341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002558546,"threshold_uncertainty_score":0.2899882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05452697914978303,"score_gpt":0.2413389550286558,"score_spread":0.1868119758788727,"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."}}