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
Halkomelem has four denominal verb prefixes: c‐ ‘have, get, make, do’, ɬ- ‘ingest, partake’, txw- ‘buy’, λ̵- ‘go to’. These prefixes attach to nominal bases to form intransitive verbs. The noun to which the prefix attaches is usually unspecified, generic, or nonindividuated and can be doubled with a freestanding nominal of more specific meaning. Syntactically, this nominal is an oblique object, parallel to patients of antipassive or applicative constructions. Denominal verb constructions are widely used, especially for denoting possession. As in the case of denominal verbs in other languages, they can be formed quite freely, as long as the situation allows for an interpretation. A brief look at the comparative Salish evidence suggests that denominal verb morphology originated as lexical verbs that were then subsequently reduced to bound forms.
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 | 0.004 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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