{"id":"W1997778803","doi":"10.1021/bp0500720","title":"A Kinetic Model for Suspended and Attached Growth of a Defined Mixed Culture","year":2005,"lang":"en","type":"article","venue":"Biotechnology Progress","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Substrate (aquarium); Fermentation; Biofilm; Biomass (ecology); Chemistry; Maltose; Wastewater; Chromatography; Microbiology; Activated sludge; Pulp and paper industry; Bacteria; Food science; Biology; Environmental science; Environmental engineering; Sucrose; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009679939,0.001839894,0.001563571,0.0007166345,0.0003939457,0.001795651,0.00303188,0.003011665,0.003138883],"category_scores_gemma":[0.001562501,0.0007240377,0.001520022,0.0005953739,0.0006608554,0.001629234,0.0006978189,0.001630875,0.001937339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001624917,"about_ca_system_score_gemma":0.001156293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008777536,"about_ca_topic_score_gemma":0.002810455,"domain_scores_codex":[0.9994616,0.00008303624,0.00003657996,0.0001656689,0.0001522391,0.0001009089],"domain_scores_gemma":[0.9994332,0.0002253353,0.00008326082,0.00003541073,0.0001744203,0.00004826982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002114448,0.0001591939,0.0014349,0.0004786899,0.00009248234,0.0004728694,0.0002471147,0.8599718,0.095929,0.03116186,0.00080199,0.009038652],"study_design_scores_gemma":[0.00002307814,0.00007155152,0.0001842495,0.000009281835,0.00002233575,0.00005276296,0.00001679789,0.9925131,0.003393785,0.001911225,0.001784043,0.00001787472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1471264,0.002237031,0.8282769,0.001136246,0.0003797666,0.0003645916,0.001734008,0.0005622508,0.01818277],"genre_scores_gemma":[0.8580114,0.002716925,0.07075278,0.000312361,0.0001099061,0.002055913,0.001981299,0.0001248145,0.06393464],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008777536,"threshold_uncertainty_score":0.0174529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01427805495461401,"score_gpt":0.2376501784239815,"score_spread":0.2233721234693675,"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."}}