{"id":"W4249077982","doi":"10.2175/1061430l4x1403l280667534","title":"Biological Fixed Film","year":2014,"lang":"en","type":"article","venue":"Water Environment Research","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Natural Resources; University of Alberta","funders":"","keywords":"Biofilm; Quorum sensing; Wastewater; Bioreactor; Microbiology; Biofouling; Chemistry; Environmental science; Environmental engineering; Biology; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001209349,0.0001715863,0.0001494941,0.00005375618,0.0002843479,0.00004822854,0.0003910539,0.0001024279,0.02325034],"category_scores_gemma":[0.00001364375,0.00009853544,0.00007470186,0.00007602303,0.000505328,0.0001047112,0.0007853663,0.0002388216,0.03794377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001874448,"about_ca_system_score_gemma":0.000001588458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001136709,"about_ca_topic_score_gemma":0.000004459136,"domain_scores_codex":[0.9973,0.000401682,0.000175801,0.0005307947,0.000730577,0.0008611361],"domain_scores_gemma":[0.9992531,0.00006824567,0.00001369736,0.0004620911,0.000002451833,0.0002004308],"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":[0.0001041201,0.0005184631,0.1338834,0.000006189377,0.00003579135,0.00005151634,0.0006279161,0.0005480699,0.8433912,0.00016084,0.009241255,0.01143126],"study_design_scores_gemma":[0.0007544361,0.0005667066,0.04415049,0.00000440199,0.000007392153,0.00001500846,0.00005699942,0.0007610589,0.5219792,0.002734242,0.428655,0.000315078],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829231,0.00001486316,0.0001193779,0.0006551394,0.00003858913,0.0002584297,0.0000020355,0.00004181214,0.01594668],"genre_scores_gemma":[0.986892,0.00003403225,0.002413772,0.00007261994,0.00008583838,0.00006323915,0.00004295229,0.00001885609,0.0103767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4194137,"threshold_uncertainty_score":0.9776425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05273616653116623,"score_gpt":0.277924192384165,"score_spread":0.2251880258529988,"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."}}