{"id":"W2109929748","doi":"10.1061/(asce)hz.2153-5515.0000173","title":"Study on the Correlation between Dissolved Organic Carbon, Specific Oxygen Uptake Rate, and Exchangeable Nitrogen and the Performance of Granular Materials as Support Media for Methanotrophic Biofiltration","year":2012,"lang":"en","type":"article","venue":"Journal of Hazardous Toxic and Radioactive Waste","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biofilter; Environmental chemistry; Methane; Nitrogen; Carbon dioxide; Chemistry; Dissolved organic carbon; Total organic carbon; Decomposition; Carbon fibers; Oxygen; Environmental science; Environmental engineering; Materials 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":[0.001243157,0.0001509614,0.0004155523,0.00008070935,0.0001166621,0.00002758041,0.0000934614,0.00009337241,0.0000151314],"category_scores_gemma":[0.0002263403,0.0000770925,0.00004828807,0.00008770752,0.0001237734,0.0001532131,0.00003177889,0.0001866236,3.433622e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002673272,"about_ca_system_score_gemma":0.00001654918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003150816,"about_ca_topic_score_gemma":3.289284e-7,"domain_scores_codex":[0.9990542,0.00009696302,0.0003887605,0.0001059616,0.0001752931,0.0001788202],"domain_scores_gemma":[0.9988544,0.0005498743,0.000324307,0.0001263052,0.00007922675,0.0000659021],"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":[0.001157101,0.00007355268,0.004805584,0.00004585607,0.0003544941,0.000002720043,0.004135887,0.00002845689,0.987175,0.0002284707,0.00005464489,0.001938211],"study_design_scores_gemma":[0.004525979,0.001238385,0.01984051,0.0000892617,0.0005782106,0.0001189056,0.009210475,0.001116169,0.9622717,0.0006446057,0.0001346053,0.0002312133],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997427,0.001238279,0.0003320001,0.0003438844,0.0001747544,0.000429122,0.000013977,0.00001110714,0.00002989125],"genre_scores_gemma":[0.9989673,0.0005871078,0.00008424788,0.00001282231,0.0002891367,0.00001286971,0.000002442423,0.00001688762,0.00002722529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02490334,"threshold_uncertainty_score":0.3143741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02353368965900539,"score_gpt":0.2382299144086309,"score_spread":0.2146962247496255,"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."}}