The isotopic composition of soil organic carbon on a north- south transect in Western Canada
Bibliographic record
Abstract
The minor isotopes of carbon (C-13 and C-14) are widely used as tracers in studies of the global carbon cycle. We present carbon-isotope data for the 0-5 cm layer of soil on a transect from 49.6degreesN to 68degreesN, from mature forest and tundra ecosystems in the boreal-arctic zone of interior western Canada. Soil organic carbon in the <2000 μm fraction of the soil decreases from 3.14 kg m(-2) in the south to 1.31 kg m(-2) in the north. The C-14 activity of the organic carbon decreases as latitude increases from 118.9 to 100.7 per cent modern carbon (pMC). In addition, the C-14 activities of organic carbon in the particle-size fractions of each sample decrease as particle size decreases. These results suggest that organic carbon in the 0-5 cm layer of these soils transfers from standing biomass into the coarsest size fractions of the soil and is then degraded over time, with the residue progressively transferred into the more resistant finer particle sizes. We calculate residence times for the coarsest size fractions of 21 years in the south to 71 years in the north. Residence times for the fine size fractions (< 63 mum) are considerably longer, ranging from 90 years in the south to 960 years in the north. The delta(13)C of the organic carbon decreases from -26.8 +/- 0.3parts per thousand. in soil under forest in the south to - 26.2 +/- 0.1parts per thousand. for tundra sites in the north. At all sites there is an increase in delta(13)C with decreasing particle size of 0.7-1.6parts per thousand. These changes in 613 C are due to the presence of, old' carbon in equilibrium with an atmosphere richer in C-13, and to the effects of microbial degradation.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".