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 Organizational culture reflects aspects of organizational life that are not visible, yet have enormous impact on both employees and organizations they impact every aspect of organizational functioning. It reflects a shared understanding of how things are done in an organization as well as how things should bedone. It serves as a coordinating mechanism that promotes individual employee efforts toward organizational goals when it is a positive and strong culture, but can be a liability if it is too weak or too strong. Organizational cultures develop from forces within an organization, such as its mission, the values of the founder of the organization, and the values of top management. It is also strongly affected from forces outside the organization such as societal cultures and forces from the profession or industry within which the organization functions, thus creating subcultures. These variations in organizational culture may be understood as resulting from an integration, differentiation, or fragmentation perspective, with each perspective focusing on an assumption of the degree to which different constituencies share common assumptions and norms, and ascribe similar meanings to organizational events.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 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