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 This chapter introduces Laurentian French, the main variety spoken in Canada, as used in a majority setting in the province of Quebec. Situated in the historical and sociolinguistic context of French in Quebec, the most salient linguistic features of the Laurentian variety are presented on the basis of a three-minute conversation involving a 40-year-old middle-class speaker from Montréal. The lexical analysis of the conversation, about winter and sport activities during the speaker’s high school years, reveals a number of archaisms, dialectalisms, and contact effects with English. Morpho-syntactic and discursive features include the regularization of certain verbal paradigms, specific demonstrative and interrogative constructions, aspects of the pronominal system, and the use of the particule là. The Laurentian phonological system is characterized by a rich set of vocalic oppositions and allophonic processes and specific rules for the realization of schwa, liquid consonants, word-final consonants, and liaison.
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) | 0.137 | 0.002 |
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