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 Nuuchahnulth is a Southern Wakashan language spoken in British Columbia, Canada. It is a verb-initial head-marking language and is almost exclusively suffixing morphologically. The language exhibits polysynthesis involving holophrasis but does not allow compounding. Instead, it has numerous suffixes with heavy lexical content, traditionally termed ‘lexical suffixes’. This lexical suffixation serves as the central mechanism in Nuuchahnulth for bringing multiple lexically heavy morphemes into a word. The complexity of actual polysynthetic words in this language seems rather limited compared to what is reported to be possible in Eskimo languages. There are cases where similar semantic content can be expressed either synthetically using a polysynthetic word or analytically as separate words. When such an alternation is possible, discourse-pragmatic considerations, particularly discourse referentiality of the object of the predicate, play a major role in the choice of constructions.
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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