A Product of 'His' Time? Exploring the Construct of the Ideal Manager in the Cold War Era
Why this work is in the frame
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Bibliographic record
Abstract
Managers are often measured against an ideal that is treated as a tangible object which is stable across generations. It is the contention of this paper that the ideal manager is, in fact, a social construct that is a product of the political and social context within which it exists. Different periods in time create unique typifications of the construct, and the ideal manager is not independent of its environment. The socially constructed nature of the ideal manager will be illustrated through the analysis of the construct at one specific point in time, the internal Cold War in the years following the Second World War and ending in 1960. While widely studied in most disciplines, the Cold War has been largely ignored in the management literature, and therefore provides us with a unique perspective from which to assess the impact of context on the standard to which managers are held.
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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 | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.004 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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