{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001576663,0.0004989906,0.0002373554,0.0002220735,0.0001512629,0.0002829047,0.0002316928,0.0004912342,0.0008303516],"category_scores_gemma":[0.0001707837,0.0002419794,0.0004028923,0.0001375992,0.0001233336,0.0002014043,0.0002993865,0.0003570139,0.0002620836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001775959,"about_ca_system_score_gemma":0.0001393036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004789362,"about_ca_topic_score_gemma":0.001698245,"domain_scores_codex":[0.9998449,0.00001537711,0.00001070522,0.0000367225,0.00005332749,0.00003899097],"domain_scores_gemma":[0.9998934,0.00002168327,0.0000300067,0.000008097347,0.00002309506,0.00002361224],"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":[0.0000184415,0.000009515738,0.00004912356,0.00002322844,0.000003293246,0.00001462137,0.000004914396,0.00005588775,0.9991844,0.00001246363,0.000007265654,0.0006166557],"study_design_scores_gemma":[0.000003472747,0.0001166488,0.001487886,0.000005637174,0.00001279881,0.00003228039,0.00001168501,0.0008269031,0.996965,0.000006972522,0.0005259432,0.000004749191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947827,0.0006260053,0.003101386,0.00003195512,0.00004092965,0.00001779415,0.0000667442,0.00003920259,0.001293172],"genre_scores_gemma":[0.9899867,0.0004862231,0.005969685,0.00003015225,0.000009405647,0.00002266714,0.0001233504,0.00001782838,0.003353834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008303516,"threshold_uncertainty_score":0.002777815,"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."}}