{"id":"W3107783145","doi":"10.3354/ame01954","title":"Nitrogen cycling in coastal sediment microbial communities with seasonally variable benthic nutrient fluxes","year":2020,"lang":"en","type":"article","venue":"Aquatic Microbial Ecology","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Melbourne Water; Agriculture Victoria; Department of Jobs, Precincts and Regions; Department of Environment, Land, Water and Planning, State Government of Victoria; National Science Foundation","keywords":"Anammox; Benthic zone; Nitrogen cycle; Denitrification; Bay; Microbial population biology; Sediment; Estuary; Cycling; Ecology; Environmental science; Nitrification; Nutrient cycle; Macrobenthos; Ecosystem; Oceanography; Biology; Denitrifying bacteria; Nitrogen; Chemistry; Geography; Geology; Bacteria","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":[0.0002139457,0.0002121146,0.0001893534,0.0004586127,0.0003321901,0.0004765865,0.0001862677,0.0002126415,0.0003002371],"category_scores_gemma":[0.0004037103,0.0001855843,0.0001148803,0.000470067,0.0002989159,0.0002461561,0.0005467747,0.0001506205,0.00008594122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005235718,"about_ca_system_score_gemma":0.0002396046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01217577,"about_ca_topic_score_gemma":0.01955047,"domain_scores_codex":[0.9998395,0.00001965264,0.00001197882,0.00006723354,0.00003007934,0.00003150755],"domain_scores_gemma":[0.9997573,0.00002389693,0.0001071144,0.00001398411,0.00005379144,0.00004388965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00035435,0.00008428501,0.6725796,0.00006595517,0.00006794584,0.0002589112,0.001031934,0.0005703071,0.3168946,0.00004499738,0.00006607554,0.00798096],"study_design_scores_gemma":[0.000002619502,0.00006263931,0.9974229,0.000002825167,0.000007481812,0.00005803363,0.0002596186,0.0004946876,0.001546008,0.00001571206,0.0001237572,0.000003833099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998038,0.00003417115,0.00004061436,0.000002507735,4.010311e-7,0.000001605453,0.00003874185,0.000001344858,0.00007692395],"genre_scores_gemma":[0.9994838,0.00004520308,0.0001601878,0.000009058868,0.000001554387,0.000008066035,0.0001466307,0.000001311207,0.0001441768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01217577,"threshold_uncertainty_score":0.0242098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115488532735158,"score_gpt":0.1961684122318861,"score_spread":0.1850135269045345,"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."}}