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
The rockweed Fucus gardneri lines the intertidal zone of inlets along much of the west coast of British Columbia and northwest USA. This rockweed is sensitive to the chemical signature of the stream waters that drain into the abundant inlets and, therefore, it can be analyzed to provide a focus to exploration activities by identifying areas with relative enrichments that might indicate mineralization. In 1991, 47 samples of rockweed were analyzed from sites around Howe Sound (Vancouver, British Columbia); in 2015, 34 sites from Howe Sound were resampled. On both occasions, there were strong enrichments of Cu and Zn from the former Britannia copper mine -but these were at much lower concentrations in 2015 after extensive long-term environmental remediation had taken place. There are also slightly elevated levels of Pb seaward from Britannia and greater dispersion of Ag. The latter may be partially associated with an enhanced Au signature on the west side of Howe Sound, and an attenuated As signature provides further evidence. Highest levels of Co and Cr occur at the northern part of the Sound. Rhenium and Na reflect the salinity of the seawater: concentrations weaken northward where there is a greater abundance of fresh water entering the Sound. Thus, the seaweed Fucus can be a useful exploration proxy for sources of metal enrichments and can also be used for long-term environmental monitoring.
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) | 0.000 | 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) | 0.008 | 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 it