Marine Pathways to Nitrous Oxide
Bibliographic record
Abstract
There is no doubt that oceanic N2O emissions play a major role in the atmospheric N2O budget. The quantification of the oceanic N2O emissions and the identification of the marine pathways of N2O formation and consumption have received increasing attention during the last few decades. The very first study of oceanic N2O (in the South Pacific Ocean) was published by Craig and Gordon (1963), followed by studies in the North Atlantic Ocean by Junge and Hahn during the late 1960s and early 1970s (Junge and Hahn, 1971; Hahn, 1974). Junge and Hahn were the first to quantify the oceanic source of atmospheric N2O. In 1976 Yoshinari published his now ‘classical’ study of N2O profiles in the Sargasso and Caribbean Seas, which turned out to be groundbreaking because it was the first study to report the inverse correlation between N2O and O2 concentrations in the water column (Yoshinari, 1976). He also introduced the term N2O (for a definition see below) as a measure of the ‘apparent N2O production’ and found a linear correlation between N2O and AOU (apparent oxygen utilization) (Yoshinari, 1976). Based on this, he suggested that ‘N2O production in the sea is related in some way to the oxidation sequence of organic matter’, which was an early hint of nitrification (i.e. microbial oxidation of NH4 to NO3) as a major N2O formation process in the ocean. Cohen and Gordon (1978), Cohen (1978) and Elkins et al (1978) were the first to report a significant N2O consumption in the oxygen minimum zone in the subsurface waters of the eastern tropical Pacific Ocean and the anoxic waters of the Saanich Inlet basin (off Vancouver Island). They attributed the N2O loss to microbial reduction of N2O to N2 (i.e. denitrification). In order to verify the marine pathways to N2O, isotope studies have been introduced in recent years: first, measurements of the 15N value of dissolved N2O were presented by Yoshida et al (1984) and nine years later Kimand Craig (1993) published the first measurement of the dual isotope signature (15N and 18O) of oceanic N2O. This was followed by the publication of the isotopomeric signature of N2O (which makes it possible to distinguish the position of 15N within the asymmetric N2O molecule: NNO) by Popp et al (2002) and Toyoda et al (2002).
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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".