{"id":"W2739958937","doi":"10.1111/gcb.13853","title":"Peaks of in situ N<sub>2</sub>O emissions are influenced by N<sub>2</sub>O‐producing and reducing microbial communities across arable soils","year":2017,"lang":"en","type":"article","venue":"Global Change Biology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":164,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"Directorate for Biological Sciences; Agence de l'Environnement et de la Maîtrise de l'Energie; European Commission; Royal Society","keywords":"Denitrification; Greenhouse gas; Nitrous oxide; Arable land; Soil water; Environmental science; Abiotic component; Nitrous-oxide reductase; Environmental chemistry; Nitrogen cycle; Nitrification; Agriculture; Agronomy; Ecology; Nitrogen; Biology; Chemistry; Denitrifying bacteria; Soil science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006179981,0.0002971111,0.0005643375,0.00003848436,0.001131663,0.00003834662,0.0008909468,0.0004657035,0.0000629456],"category_scores_gemma":[0.0001963218,0.0002982198,0.0000722846,0.0001348108,0.001850804,0.0002826466,0.001752832,0.0005118139,0.00004620133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001740317,"about_ca_system_score_gemma":0.00002466445,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01095677,"about_ca_topic_score_gemma":0.03666041,"domain_scores_codex":[0.9978307,0.0005158099,0.0004051701,0.0004380421,0.00006389567,0.0007463449],"domain_scores_gemma":[0.9983232,0.0001329928,0.0004521697,0.0009379315,0.00002857793,0.0001251396],"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":[0.00009686874,0.0001057992,0.140563,0.00003103216,0.00001795825,0.000003891659,0.003113599,0.00001287295,0.8510687,0.00001421893,0.00147555,0.003496564],"study_design_scores_gemma":[0.001075187,0.0003094969,0.7180242,0.0001904556,0.00002171642,0.0000536804,0.001450042,0.00003568215,0.2765574,0.001109281,0.000656096,0.0005166977],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976714,0.0003517993,0.000004651134,0.0005133784,0.0003132946,0.0003230206,0.0003727232,0.00003017,0.0004196251],"genre_scores_gemma":[0.9986377,0.0005133912,0.00004511774,0.0005326681,0.00007589778,0.00003165607,0.0001431698,0.00001272742,0.000007700717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5774612,"threshold_uncertainty_score":0.999947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0288429574315708,"score_gpt":0.2812722106052446,"score_spread":0.2524292531736738,"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."}}