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
Nineteenth century naturalists discovered that Roman ports and Eskimo villages were often stranded inland, a discovery that led to the independent development of ridge in the United Kingdom and Alaska. The first principle of beach ridge archaeology requires that human subsistence favored the open ocean and that occupation sites parallel changes in the shoreline. Thus, the use of archaeological data to infer coastal evolution requires consideration of the taphonomic processes that create accumulations of cultural debris. Otherwise, geologists run the risk of misinterpreting radiocarbon dates from archaeological sites that do not mirror the prograding shoreface, as along the Gulf and Atlantic coasts of the U.S.A. If properly applied the beach ridge method has applications world-wide, as discussed for Southeast Asia, Australia, the Netherlands, both coasts of the U.S.A., Canada, Norway, Mexico, and Peru.
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) | 1.000 | 0.998 |
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