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
Usually, in the linguistic literature on the hydronym Inn two stems are reconstructed: PCelt. *Eno- and *Eni̯o-. These stems are thought to be derived from the root PIE *pen- ‘mud(dy), (standing) water’. It is not possible to decide, whether the name was coined in Proto-Celtic or is a celticized Pre-Proto-Celtic formation. An explanation for the parallel stem-formations was given already by Pokorny 1948/1949 and 1950/1951. His explanation seems widely to have fallen into oblivion. Both articles have hardly been quoted in scientific literature during the last quarter century. Only Greule 2014 makes use again at least of the older of the two articles, modifying their explanation, however. A root PIE *(h1)en- ‘water’, which has been used time and again to explain the river-name Inn, most probably never existed.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.005 |
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