Social work and linguistic systems: Marking possession in Canadian English
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 The system of stative possession has been subject to variation and change since at least the Early Modern period, with have got rising in frequency in British and Antipodean varieties of English. In Canadian English, as represented by data from the largest city, Toronto, have predominates. Nonetheless, the full set of constraints previously reported for this variable are operative, corroborating the longitudinal maintenance of linguistic factors across time and space (Kroch, 1989). At the same time, variation among possessive forms is conditioned by robust sociolinguistic patterns. Have is correlated with education and with female speakers, whereas less-educated men favor have got and got . Such findings demonstrate that the domination of one form or another in a variable system can be the result of historical accident, in this case a founder effect at a particular point in history, and that the social value of forms is a product of local circumstances at the time of change.
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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 | 0.000 | 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) | 0.000 | 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