{"id":"W4387469285","doi":"10.1061/joeedu.eeeng-7438","title":"Structural and Microbial Dynamics Analyses of MABR Biofilms","year":2023,"lang":"en","type":"article","venue":"Journal of Environmental Engineering","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Biofilm; Environmental science; Chemistry; Geology; 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":[0.0001348188,0.00009322578,0.0001890167,0.00007672459,0.00004514814,0.000004118995,0.0001564048,0.000060799,0.0008018213],"category_scores_gemma":[0.00001408411,0.00008437854,0.0000656709,0.0001085363,0.0001359162,0.0001090173,0.0001927323,0.0001885648,0.00002019652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000756418,"about_ca_system_score_gemma":0.000002415013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001956492,"about_ca_topic_score_gemma":0.00001131441,"domain_scores_codex":[0.999431,0.00002787895,0.0002510411,0.00006995991,0.00007755482,0.0001426236],"domain_scores_gemma":[0.9996632,0.00005831925,0.0001341916,0.00009058933,0.00000117731,0.00005257602],"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":[0.00001815446,0.00001386197,0.009334314,0.000008222936,0.00003322823,0.000009350127,0.000104802,0.03512279,0.9545449,0.00001187234,0.0001559909,0.0006425316],"study_design_scores_gemma":[0.000851261,0.0004040116,0.9094524,0.0000307558,0.0000836842,0.0003396479,0.000290268,0.02992893,0.05736551,0.0001489328,0.0008001676,0.0003044598],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996173,0.00005165076,0.00004384379,0.00003471818,0.0001353928,0.0000311229,0.00001914961,0.000006516191,0.00006029425],"genre_scores_gemma":[0.9991606,0.0001013874,0.0006374809,0.00001740735,0.00002403819,2.437416e-7,0.00000995009,0.000008760439,0.00004012021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9001181,"threshold_uncertainty_score":0.8779382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085542912264421,"score_gpt":0.2255735095621338,"score_spread":0.2147180804394895,"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."}}