{"id":"W2051091417","doi":"10.1002/bit.20603","title":"Detachment of multi species biofilm in circulating fluidized bed bioreactor","year":2005,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Anoxic waters; Biofilm; Bioreactor; Chemistry; Biomass (ecology); Volatile suspended solids; Fluidized bed; Environmental chemistry; Microbiology; Biology; Bacteria; Environmental engineering; Suspended solids; Ecology; Environmental science; Wastewater; Organic chemistry","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":[0.00007136809,0.0001167035,0.0001477963,0.0001078585,0.00002554676,0.000004756097,0.00008712772,0.0001522148,0.00006426479],"category_scores_gemma":[0.000007283326,0.00009840383,0.00002930033,0.0001784801,0.0001259824,0.00006405522,0.0001019045,0.00008227195,0.00001603337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005891354,"about_ca_system_score_gemma":0.000001841297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004808725,"about_ca_topic_score_gemma":0.00005180835,"domain_scores_codex":[0.9993748,0.000006698033,0.0001740343,0.0001821935,0.00006173576,0.0002005412],"domain_scores_gemma":[0.9998113,0.00001070434,0.00003349631,0.0001148358,0.000001494965,0.00002815285],"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":[0.000006292644,0.00004716664,0.03658156,0.000005754504,0.00001306939,0.000006905803,0.00006714926,0.00007442048,0.9584339,0.00006093386,0.000002421886,0.004700427],"study_design_scores_gemma":[0.0005301461,0.0000372508,0.01919586,0.00001338968,0.000009287802,0.00001456031,0.00005045504,0.003348534,0.9762207,0.000005037954,0.0004661439,0.0001086191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989715,0.0003701233,0.0001218262,0.0002987611,0.00002916871,0.0001080191,0.000003292025,0.00006920155,0.00002810884],"genre_scores_gemma":[0.97242,0.00007537015,0.0274493,0.000007464786,0.00001152015,0.000004478375,0.000002837223,0.000006771319,0.00002228857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02732747,"threshold_uncertainty_score":0.4012792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270555654952834,"score_gpt":0.2065477024844835,"score_spread":0.1938421459349551,"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."}}