{"id":"W2151405036","doi":"10.1139/l09-171","title":"Impact of microwave radiation on nitrogen removal and quantity of nitrifiers in biofilmA paper submitted to the Journal of Environmental Engineering and Science.","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microwave; Nitrification; Biofilm; Oxidizing agent; Nitrogen; Environmental chemistry; Chemistry; Trickling filter; Environmental engineering; Nuclear chemistry; Environmental science; Bacteria; Organic chemistry; Physics; Wastewater","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002731164,0.0002736512,0.0003002431,0.0001386691,0.0001663219,0.0002224673,0.0001266921,0.0002307726,0.0007972323],"category_scores_gemma":[0.0004191783,0.0001607955,0.0002663689,0.00009790222,0.0002055062,0.0001425995,0.0002098705,0.000230933,0.00008744828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002376561,"about_ca_system_score_gemma":0.0001414544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001195692,"about_ca_topic_score_gemma":0.001320418,"domain_scores_codex":[0.9998017,0.00005822405,0.00000987988,0.00003338202,0.00006703228,0.00002984672],"domain_scores_gemma":[0.9998422,0.00006143591,0.00003139081,0.00001341242,0.00003368186,0.00001790796],"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":[0.0002364322,0.00001707977,0.0007137895,0.00003474806,0.000008792912,0.00001399547,0.00001902195,0.00005494957,0.9974815,0.000007839029,0.000006002562,0.001405873],"study_design_scores_gemma":[0.00002034786,0.001390782,0.03383603,0.000007277816,0.00005319369,0.00009348291,0.00006689129,0.0006079666,0.9632117,0.00002565444,0.0006788023,0.000007937255],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988326,0.0005544407,0.0003700013,0.00001093211,0.000006624391,0.000004734478,0.00001731059,0.000003149625,0.0002001644],"genre_scores_gemma":[0.9981237,0.0003927426,0.0007388774,0.00001576381,0.000005455333,0.000008361945,0.00005001908,0.000003752583,0.0006613131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001195692,"threshold_uncertainty_score":0.002667069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004176712394176532,"score_gpt":0.1810573971209705,"score_spread":0.1768806847267939,"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."}}