Assessing the capacity for public value creation within leadership theories: Raising the argument
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 In recent years, public administration has been targeted by multiple reform efforts. In multiple instances, such initiatives have been ideologically couched in public-choice perspectives and entrenched beliefs that government is the problem. One unavoidable consequence of this continued bout of criticism is the fact that government currently has a noticeably decreased capacity of boosting creation of public value. Within this context, there certainly is an important need for approaches that would counterbalance the loss of public value induced by market fundamentalism. This article suggests that leadership, as a concept of theory and practice, due to its partial immunity to the private-public dichotomy, can provide a pragmatic avenue for nurturing public interest and public value within the devolution of governance, a declining trust in government and a diminished governmental capacity to propagate the creation of public value. While this article critically examines and assesses the capacity of different leadership perspectives in terms of creating and maximizing public value, its primary scope is not the provision of definite answers but rather the instigation of a much necessary discussion.
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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 | 0.007 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 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