{"id":"W2532704852","doi":"10.1002/mbo3.388","title":"Bacterial community assembly in activated sludge: mapping beta diversity across environmental variables","year":2016,"lang":"en","type":"article","venue":"MicrobiologyOpen","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Beta diversity; Diversity (politics); Activated sludge; Environmental science; Ecology; Biodiversity; Biology; Environmental engineering; Political science; Sewage treatment","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009473296,0.0002320439,0.0003522712,0.00003646846,0.001037288,0.00001423613,0.001158624,0.000351893,0.01167041],"category_scores_gemma":[0.00003878057,0.0001839419,0.00006752132,0.000131669,0.0007602574,0.0002865428,0.005774383,0.0005403064,0.001401766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003644732,"about_ca_system_score_gemma":0.00001106954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002963858,"about_ca_topic_score_gemma":0.007346651,"domain_scores_codex":[0.9971796,0.001559182,0.0002824921,0.0003273365,0.00003996835,0.0006114774],"domain_scores_gemma":[0.9988647,0.0003866228,0.0001307578,0.0005447305,0.000003233347,0.00006996615],"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":[0.0001321491,0.0002102626,0.1333723,0.00000249432,0.00002433304,0.000004044919,0.001793981,0.000006364881,0.8607807,0.000004540895,0.002676079,0.0009927815],"study_design_scores_gemma":[0.002009881,0.0001730715,0.8234617,0.00002668043,0.000009593272,0.00003091484,0.0007535131,9.898879e-7,0.1405031,0.0002197425,0.03237836,0.0004324582],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980388,0.000005674488,0.00004046493,0.0002641641,0.0002314753,0.0002821771,0.0002337818,0.00003594984,0.00086754],"genre_scores_gemma":[0.998563,0.00002207356,0.000145791,0.0004727401,0.00002366253,0.00000964269,0.0002258872,0.00001267319,0.0005245542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7202775,"threshold_uncertainty_score":0.9993758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02217028991221798,"score_gpt":0.2298904497482114,"score_spread":0.2077201598359935,"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."}}