{"id":"W3138343659","doi":"10.1016/j.jbiosc.2021.01.010","title":"Immobilization of nitrifying bacteria on composite based on polymers and eggshells for nitrate production","year":2021,"lang":"en","type":"article","venue":"Journal of Bioscience and Bioengineering","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke; Centre National en Électrochimie et en Technologies Environnementales; York University; Collège Shawinigan; Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nitrifying bacteria; Biofilm; Nitrification; Polylactic acid; Eggshell; Nitrobacter; Nitrite; Microbiology; Chemistry; Chemical engineering; Nitrate; Bacteria; Materials science; Polymer; Biology; Nitrogen; Organic chemistry; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001553314,0.00006949777,0.00009955486,0.00006671255,0.0000543871,0.00002533847,0.00003887737,0.00002131412,0.000009858099],"category_scores_gemma":[0.00001765626,0.00005197699,0.00003156072,0.0001598461,0.0000544349,0.0001473711,0.00001267913,0.00003575806,3.993588e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002406557,"about_ca_system_score_gemma":0.000009088404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000025905,"about_ca_topic_score_gemma":6.518586e-7,"domain_scores_codex":[0.9994967,0.00001086232,0.0001492329,0.0001160505,0.0001317158,0.00009544768],"domain_scores_gemma":[0.999778,0.00002306597,0.00008665549,0.00004888419,0.00001547492,0.00004794353],"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":[0.0000483853,0.00004313872,0.003185819,0.00001770361,0.000004363964,0.000003226714,0.0000471206,0.002591739,0.9912211,0.000003729164,0.000004368359,0.002829286],"study_design_scores_gemma":[0.0003059496,0.000353603,0.01227963,0.00008440045,0.00001592048,0.00002604925,0.00005490376,0.006481231,0.9802626,0.00001039327,0.00006426503,0.00006106307],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987959,0.00007833033,0.0007090198,0.0001817884,0.0001464445,0.00006243349,0.000002839505,0.000003068092,0.00002022203],"genre_scores_gemma":[0.9934626,0.00005877114,0.006386602,0.00003280212,0.00002837298,6.324003e-7,0.000001297772,0.000003840818,0.00002508146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01095853,"threshold_uncertainty_score":0.211956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01100982427591327,"score_gpt":0.215340174829008,"score_spread":0.2043303505530947,"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."}}