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
Abstract Most rock coast processes will be affected by climate change during this century, but our ability to distinguish the consequences will be hampered by poor understanding of the mechanisms, their relationships to environmental controls and the lack of long, reliable erosional and depositional records. The most important impact is likely to be by rising sea level, and possibly in some regions increased storminess. The greatest concern is with soft rock coasts but there will also be significant increases in the erosion of hard rock cliffs. Greater precipitation, more extreme rainfall events and stronger wave attack from rising sea level, increasing storminess and decreasing sea ice will promote cliff failures. Commensurate changes to wave refraction patterns, longshore transport paths and the availability and productivity of sediment sources with higher sea level will trigger rapid changes to beaches on rocky coasts and to the width of shore platforms. Other changes are likely to be fairly imperceptible in this century. Most weathering processes will be modified and marine organisms will migrate longitudinally and altitudinally with corresponding changes in the nature and degree of their bioerosional and bioprotectional activities.
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) | 0.002 | 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