Assessing nitrous oxide mitigation efficiency of three nitrification inhibitors with synthetic and organic fertilisers in Eastern Denmark
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The use of nitrification inhibitors (NIs) with fertilisers holds the potential to reduce nitrous oxide (N 2 O) emissions and optimise nitrogen use efficiency (NUE). However, this potential of NIs needs to be quantified across diverse field conditions to comprehensively assess the influence of management practices, crop types, fertilisation strategies, climatic conditions, annual variations, and soil types. In 2020, a field experiment was conducted using spring barley, followed by a similar experiment with winter wheat in 2021, aimed at studying N 2 O mitigation, crop nitrogen uptake and crop yield effects of three additives containing commercially available NIs: 3,4-dimethylpyrazole phosphate (DMPP), nitrapyrin (NP), and a mixture of 1,2,4-triazole and 3-metylpyrazole (TM) together with synthetic (ammonium sulphate nitrate (NS), urea ammonium nitrate (UAN)) and organic (pig slurry (PS)) fertilisers. DMPP was applied with NS and PS, while NP and TM were applied with UAN and PS. Fertilisers were applied during early spring in both years, following the recommended optimal rate of synthetic fertiliser and PS. Control treatments included fertilisers applied at the same rate without NIs and no fertiliser. N 2 O fluxes were assessed throughout the growing seasons of both years utilising manual static flux chambers. The study found that N 2 O emissions were significantly reduced from PS with DMPP (by 77 %) and TM (by 67 %), and that DMPP significantly reduced N 2 O emissions from NS (by 60 %) in 2021. Crop yield and N uptake were increased with NIs in both years. These findings suggest that DMPP and TM effectively reduce N 2 O emissions from both PS and synthetic N sources. Notably, the mitigation effects were more pronounced in PS compared to synthetic N. Nonetheless, the efficiency of N 2 O reduction through these nitrification inhibitors varied depending on crop type and specific management conditions. • NIs tested with synthetic and organic fertilisers in spring barley and winter wheat. • NIs reduced N 2 O emissions more with organic fertiliser than synthetic fertiliser. • N 2 O mitigation effects of NIs were significant in winter wheat than spring barley. • Crop yield and N uptake were slightly increased with NIs. • Mitigation efficiency of NIs depends on climate and management conditions.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it