Sedimentary organic matter geochemistry of Clayoquot Sound, Vancouver Island, British Columbia
Bibliographic record
Abstract
Surface sediment samples from three interconnected fjords of Clayoquot Sound, British Columbia, were density fractionated (1.6 g cm−3) to isolate discrete organic debris (OD) from mineral-associated organic matter (MOM). Total organic carbon (OC) values varied greatly, ranging from <0.1% to 8.8% by weight, with a general decreasing trend from fjord head to the continental shelf. Within the sediment, terrestrial OM was present either as vascular plant debris or soil MOM. Down-fjord, the woody vascular plant material in the OD fraction acquires nitrogen, which is hypothesized to be due to the bacterial incorporation of nitrogen from the water. Terrestrial OC in the MOM is incompletely replaced by marine OC within the fjords, resulting in a 65% net loss of MOM. Sediments deposited under oxic and intermittently anoxic water column conditions have organic carbon to surface area ratios (OC: SA) ranging from 0.4 to 1.2 mg C m−2, similar to that of typical continental margin sediments. Given that temperate fjords contain an estimated 12% of the continental margin sediment deposited during the last 100,000 yr, and that they bury at least a margin-equivalent amount of OC (either weight or surface area normalized), we hypothesize that temperate fjords may contain 12% or more of the sedimentary OC buried during this time.
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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 | 0.002 | 0.003 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".