Conformity and Distinctiveness in a Global Institutional Framework: The Legitimation of <scp>O</scp>ntario Fine Wine
Why this work is in the frame
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Bibliographic record
Abstract
Abstract The study investigates how local actors pursue two paradoxical aspects of legitimacy in a global institutional framework: the need for global conformity and the need for local distinctiveness. Drawing on the notion of glocalization, it explicates how this pursuit is accomplished by actors' selective fidelity to global norms and adaptation of these norms to local conditions. The empirical work consists of a five‐year qualitative case study of the O ntario wine industry. It provides empirical evidence for the presence of several non‐mutually exclusive paths through which local actors seek legitimation in a global context. The study offers important implications for future research on legitimation and globalization.
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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 | 0.000 |
| 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 | 0.001 |
| 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