Bibliographic record
Abstract
Seagrass has amassed on beaches during strong storms around the world. In the K’omoks estuary (49o 40 min North, 124o 57 min West) off east Vancouver Island, B.C., sloughed detrital material persists along an approximately 500 m long wrack line in the form of a large windrow probably because the hot and dry summers slow bacterial breakdown, its deposited above the high tide line on a gentle mostly vegetated slope and large storms that are capable of dislodging it are infrequent. Under this sloughed detritus for approximately 0.3 m alternating layers of silt/sand and dark material are evident. DNA evidence indicated the presence of eelgrass (Zostera marina) in the cores and fronting wetland. Organic matter and carbon were measured and used to estimate the amount buried in the area. Future work will focus on using feldspar to examine burial rate and measuring the timing and amounts of new additions of detrital eelgrass.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".