{"id":"W4247269693","doi":"10.32920/ryerson.14647536.v1","title":"Comparative study of methane oxidation within various biofilter media","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Landfill Environmental Impact Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Sawdust; Compost; Methane; Biofilter; Chemistry; Biomass (ecology); Pulp and paper industry; Anaerobic oxidation of methane; Nutrient; Landfill gas; Environmental chemistry; Environmental science; Waste management; Environmental engineering; Agronomy; Organic chemistry","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":[0.0002408722,0.0004573826,0.0003566662,0.0004010297,0.0002075981,0.0006189605,0.0001700542,0.0001953293,0.0004144526],"category_scores_gemma":[0.0003714405,0.00009963421,0.0003389638,0.0003298344,0.0001080139,0.0002930678,0.000297775,0.0002628351,0.0001254956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002134304,"about_ca_system_score_gemma":0.000183555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001450473,"about_ca_topic_score_gemma":0.002512866,"domain_scores_codex":[0.9996835,0.00005132128,0.00005207044,0.00005992059,0.00009911765,0.00005401009],"domain_scores_gemma":[0.9998155,0.00006208113,0.00003018736,0.00001355903,0.00005386269,0.00002482706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002499406,0.00003962729,0.00133891,0.0001012709,0.00001505961,0.00004718121,0.0000533622,0.00008201176,0.993784,0.00002012473,0.0000198481,0.004248711],"study_design_scores_gemma":[0.000005718912,0.0006735393,0.008080028,0.00001284426,0.00004552825,0.00006136284,0.0001094491,0.0004106103,0.9897188,0.00001138233,0.0008615393,0.000009319166],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974208,0.000663005,0.000967758,0.0000192231,0.00002062507,0.00002723612,0.0002436768,0.00003064036,0.0006070297],"genre_scores_gemma":[0.9910451,0.001276061,0.005445996,0.00003566288,0.0000151481,0.00005949971,0.0008601028,0.00002322486,0.001239307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001450473,"threshold_uncertainty_score":0.00288409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04451011109136948,"score_gpt":0.2924525536726487,"score_spread":0.2479424425812792,"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."}}