Bibliographic record
Abstract
Abstract The global nitrogen cycle is initiated by the fixation of atmospheric N 2 , by either natural or chemical processes, to bioavailable ammonium (NH 4 + ). Nitrification is the oxidative process that transforms this ammonium to nitrate, via a nitrite intermediate. Nitrification is performed solely by microorganisms: ammonia‐oxidising bacteria and archaea oxidise ammonia to nitrite, nitrite‐oxidising bacteria oxidise nitrite to nitrate and comammox bacteria oxidise ammonia to nitrate. Nitrifiers (and anammox) are distinguished from other microorganisms as they can grow solely from the oxidation of inorganic nitrogenous molecules and fix carbon dioxide as their sole carbon source, although many can also grow using alternative catabolic processes, by cross‐feeding, and/or by mixotrophy. Key enzymes to the nitrification process include ammonia monooxygenase, hydroxylamine dehydrogenase and nitrite oxidoreductase. A putative enzyme catalysing nitric oxide oxidation to nitrite is currently uncharacterised. Essential intermediates to nitrification include hydroxylamine, nitric oxide and nitrite. As well as performing a required component of the global nitrogen cycle, nitrifying microorganisms are also responsible for the loss of nitrogen‐based fertilisers in soil and play a critical role in emission of the potent greenhouse gas, nitrous oxide, as mediated by production and consumption of nitric oxide in their metabolism. Key Concepts Nitrification is an oxidative process that transforms reduced nitrogen, primarily ammonia, to nitrate. Fluxes in nitrogen transformations associated with nitrification activity have accelerated greatly over the past century owing to the production and application of inorganic ammonium‐based fertilisers. Microorganisms involved in nitrification are ubiquitously distributed in nature and found virtually everywhere that ammonia and oxygen are present. Nitrification is mediated by bacteria and archaea and is performed by either two (ammonia and nitrite oxidisers) or one (comammox) canonical functional group. Autotrophic pathways of ammonia‐ and nitrite‐oxidising bacteria are the Calvin cycle or reverse TCA cycle; ammonia‐oxidising archaea assimilate carbon dioxide via the 3‐hydroxypropionate/4‐hydroxybutyrate pathway. Key enzymes of nitrification are ammonia monooxygenase, hydroxylamine dehydrogenase, nitric oxide oxidase (putative) and nitrite oxidoreductase. Methanotrophic and heterotrophic microorganisms can carry out parts of nitrification but cannot grow from oxidising reduced nitrogen compounds. Mechanisms for the production of nitric oxide and nitrous oxide are distinct among nitrifying microorganisms. Comparative genome analysis and the use of differential inhibitors can assist in determining differences in physiology and niche preference among nitrifying microorganisms. There is substantial physiological diversity within individual functional groups (e.g. ammonia oxidisers) which results in niche differentiation both within and between taxonomic groups of nitrifiers.
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How this classification was reachedexpand
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 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.033 | 0.006 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".