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
MagoTaplan is a medium-sized, Cuban manufacturing firm located about 30 kilometers from Havana. Despite the catastrophic state of the Cuban economy, MagoTaplan continues to manufacture quality goods and is steadily increasing quality, product diversity, and production volume. But what management practices allowed this firm to succeed while others fail in an economy that has experienced a 50% drop in industrial output over the past 5 years? A large part of the answer lies in the careful and effective management of the complex institutional context faced by MagoTaplan combined with rapid innovation at an organizational level. In this article, the authors explore how managers at MagoTaplan implemented fundamental organizational change while managing complex institutional linkages and stringent ideological demands in a rapidly changing and uncertain institutional context. The results provide a basis for a discussion of institutional entrepreneurship and isomorphism in reaction to radical change in the institutional context.
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 | 0.001 | 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