{"id":"W2801409533","doi":"10.1061/(asce)hz.2153-5515.0000406","title":"Investigation of Biologically Stable Biofilter Medium for Methane Mitigation by Methanotrophic Bacteria","year":2018,"lang":"en","type":"article","venue":"Journal of Hazardous Toxic and Radioactive Waste","topic":"Microbial metabolism and enzyme function","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Climate Change and Emissions Management Corporation","keywords":"Biofilter; Environmental chemistry; Nitrogen; Anaerobic oxidation of methane; Nitrification; Methane; Chemistry; Biochar; Compost; Methanotroph; Population; Bacteria; Biology; Environmental engineering; Ecology; Environmental science; Organic chemistry","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":[0.000478432,0.0001277079,0.0002746008,0.00007596389,0.00005380282,0.00001096549,0.00009126893,0.0001602212,0.00001955249],"category_scores_gemma":[0.0001414619,0.00009416328,0.00009995485,0.00007561393,0.0002207091,0.00002145709,0.0000254845,0.00007502257,6.055872e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001265929,"about_ca_system_score_gemma":0.0000814154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000514935,"about_ca_topic_score_gemma":0.000002312856,"domain_scores_codex":[0.9991028,0.0001179966,0.0003617698,0.0001673255,0.00009862191,0.0001514353],"domain_scores_gemma":[0.9989618,0.00002891534,0.0004534977,0.0001022195,0.0003586506,0.00009493956],"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":[0.0006646941,0.00001842402,0.0001319263,0.0000229478,0.0001298628,3.55885e-7,0.00008201859,0.000002283646,0.9917932,0.00001569244,0.005913634,0.001224942],"study_design_scores_gemma":[0.0009807482,0.001756169,0.0005641381,0.00002681778,0.00009171181,0.00005334554,0.000113647,0.00001726166,0.9853485,0.0002098197,0.01073094,0.0001068524],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810936,0.001316202,0.01648766,0.0002409128,0.0005688497,0.0001496708,0.000112099,0.000002403821,0.00002855299],"genre_scores_gemma":[0.9898527,0.0005735152,0.008033114,0.0001837932,0.001084388,0.000004502159,0.0000549808,0.00001433791,0.0001986942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008759025,"threshold_uncertainty_score":0.3839867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01148880860250047,"score_gpt":0.2330290618249116,"score_spread":0.2215402532224111,"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."}}