Maximum water velocities in wave-exposed rocky intertidal habitats from Deming Island, Atlantic coast of Nova Scotia, Canada
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
From March to July 2013, we measured maximum water velocity in wave-exposed rocky intertidal habitats from Deming Island (45° 12' 45'' N, 61° 10' 26'' W), located near Whitehead, on the Atlantic coast of Nova Scotia, Canada. These habitats directly face the open Atlantic Ocean. For our measurements, we installed 7 dynamometers (see Bell & Denny 1994, doi:10.1016/0022-0981(94)90101-5 for design) at the mid-to-high intertidal zone during low tides in March. These dynamometers measured maximum water velocity due to wave action during high tides over 1-to-13-day periods. The number of recordings per period varied (3-7 recordings) because some dynamometers were occasionally damaged. In total, we made 75 recordings. Maximum water velocity ranged between 3.4 m/s (recorded in mid-June) and 10.2 m/s (recorded in late March).
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.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.244 | 0.001 |
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 it