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
This study draws out evidence from 11 organizations, local as well as multinationals, in Pakistan to test the `culture-sensitive' view. A number of conclusions are drawn. First, the findings support this view; evidence shows enough similarities exist between local organizations and multinationals to indicate that the influences of the parent companies of multinationals are weakened by the national characteristics of the environments in which they operate. Second, it is pointed out that although some policies of multinationals may be the same as those found in their parent companies, the practices certainly are not, because of adaptation to local norms. It is therefore suggested that a distinction between police) and practice be made in an organizational analysis of this kind. Third, despite culture-sensitivity of HRIV practices, their impact on employees is similar to what has been previously documented by researchers in the UK and the USA. It is left to further studies to debate whether HRM outcomes can be termed as universal.
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 | 0.001 | 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 | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it