{"id":"W2056157854","doi":"10.1016/j.biortech.2014.11.058","title":"Rapid assessment of methanotrophic capacity of compost-based materials considering the effects of air-filled porosity, water content and dissolved organic carbon","year":2014,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Landfill Environmental Impact Studies","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Consejo Nacional de Ciencia y Tecnología","keywords":"Compost; Biofilter; Methane; Methanotroph; Porosity; Environmental science; Carbon fibers; Total organic carbon; Dissolved organic carbon; Environmental chemistry; Water content; Environmental engineering; Soil science; Anaerobic oxidation of methane; Waste management; Materials science; Chemistry; Engineering; Composite material; Geotechnical engineering","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":[0.0003536763,0.0001912257,0.000538978,0.00007221362,0.00006871945,0.000003183051,0.000248765,0.0001344462,0.0001032606],"category_scores_gemma":[0.0001291262,0.0001100461,0.00004724883,0.0001080422,0.001860632,0.00002094109,0.0006274366,0.0001008933,0.000001607689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006807853,"about_ca_system_score_gemma":0.000003427852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005311695,"about_ca_topic_score_gemma":0.00002323553,"domain_scores_codex":[0.9987319,0.0001591811,0.0003765425,0.0002425412,0.0002305011,0.0002593404],"domain_scores_gemma":[0.9990485,0.0002024573,0.0002665303,0.0004344472,0.00001001586,0.00003802085],"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":[0.00002240314,0.00008955858,0.1076902,0.00008193828,0.00004834599,0.000001038196,0.0001695238,0.00001582147,0.8917072,0.00002268911,0.000004109655,0.0001470985],"study_design_scores_gemma":[0.000803441,0.0004817728,0.1744674,0.0000368418,0.00006577687,0.00000502975,0.00006570783,0.0000866086,0.8237798,0.00007848187,0.00002812803,0.0001009191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984728,0.00006271117,0.00007719068,0.0007307073,0.00005769031,0.0004405286,0.00001263412,0.00003611373,0.0001096995],"genre_scores_gemma":[0.9992654,0.00001759729,0.0006019512,0.00006322934,0.000004506286,0.00002038783,0.000003147819,0.00001638473,0.000007334793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06792742,"threshold_uncertainty_score":0.6855575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01234912858926194,"score_gpt":0.2082363618873475,"score_spread":0.1958872332980855,"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."}}