{"id":"W4319159728","doi":"10.1016/j.scitotenv.2023.161921","title":"Functionality of methane cycling microbiome during methane flux hot moments from riparian buffer systems","year":2023,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; Environment and Climate Change Canada; University of Guelph","funders":"","keywords":"Environmental science; Methanotroph; Riparian zone; Soil water; Riparian buffer; Methanogen; Environmental chemistry; Carbon cycle; Ecology; Ecosystem; Methane; Biology; Anaerobic oxidation of methane; Chemistry; Soil science; Habitat","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":[0.00007894463,0.0001613372,0.0002569165,0.0003949489,0.000326849,0.0004016315,0.0001542082,0.0002950089,0.001286676],"category_scores_gemma":[0.0002082781,0.0001508445,0.0001675455,0.0002790289,0.000248024,0.0003808351,0.0004377922,0.0002611124,0.0001771793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001993258,"about_ca_system_score_gemma":0.0002049494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003085298,"about_ca_topic_score_gemma":0.004075387,"domain_scores_codex":[0.9999244,0.000004868445,0.00000296521,0.00003010431,0.00001072238,0.0000268366],"domain_scores_gemma":[0.9999081,0.00001593131,0.00001969771,0.000004762379,0.00002070559,0.0000308195],"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":[0.0006764345,0.00002699722,0.05125805,0.00007063918,0.00003410901,0.0001125823,0.0005240815,0.0002466869,0.9427757,0.000133907,0.0000930231,0.004047755],"study_design_scores_gemma":[0.000007944527,0.0002156689,0.9551549,0.00001300307,0.00004955201,0.0001848893,0.001279467,0.001564358,0.04041537,0.0001609077,0.0009298489,0.00002406728],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991486,0.00008019078,0.0001976892,0.00001166826,0.000002516628,0.000002611185,0.0003588312,0.000006397645,0.0001915311],"genre_scores_gemma":[0.9987207,0.00004385827,0.0002092525,0.00002419948,0.000002495491,0.000007639792,0.0005802497,0.000006447065,0.0004051592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003085298,"threshold_uncertainty_score":0.006134629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01894864839594006,"score_gpt":0.2277089052995638,"score_spread":0.2087602569036237,"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."}}