Work‐Group Membership (In)Stability and Survivors' Reactions to Organizational Downsizing<sup>1</sup>
Why this work is in the frame
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Bibliographic record
Abstract
This longitudinal panel study investigated the interactive effect of work‐group membership stability and time on survivors' reactions to organizational downsizing. The participants were 159 nonmanagement employees of a federal government department. Survivors in moderate‐change work groups did not react more negatively to the downsizing. In fact, they reported a significant increase in job satisfaction, job security, job performance, and employee morale. Survivors who changed to different work groups expressed the least positive attitudes in the initial phase of the downsizing, but the most positive attitudes at the completion of the downsizing. Work‐group membership (in)stability was more likely to affect survivors' reactions to various aspects of their job over time than factors related to the work group itself.
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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 | 0.001 |
| 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