!IÁLḴEN NE SḰÁL: S"EDŦELISIYE’s SENĆOŦEN
Bibliographic record
Abstract
The !SÁNEĆ School Board located on the Saanich Peninsula of southern Vancouver Island currently houses the SENĆOŦEN department, which includes the SȾÁSEN TŦE SENĆOŦEN apprenticeship program. SȾÁSEN TŦE SENĆOŦEN is the focus of this paper and is shared through an auto-ethnographical lens as a SENĆOŦEN apprentice and language learner. Each !SÁNEĆ logo is one of the language revitalization initiatives currently run by the SENĆOŦEN department. This is an auto- ethnographic account of my SENĆOŦEN journey and how my involvement with SȾÁSEN TŦE SENĆOŦEN apprenticeship enabled me to teach in an immersion setting, thereby transforming my life.
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.
How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".