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 paper reviews the literature on forms of leadership that in one way or other imply plurality: that is, the combined influence of multiple leaders in specific organizational situations. We identify four streams of scholarship on plural leadership, each focusing on somewhat different phenomena and adopting different epistemological and methodological assumptions. Specifically, these streams focus on sharing leadership in teams, on pooling leadership at the top of organizations, on spreading leadership across boundaries over time, and on producing leadership through interaction. The streams of research vary according to their representations of plural leadership as structured or emergent and as mutual or coalitional. We note tensions between perspectives that advocate pluralizing leadership in settings of concentrated authority and those concerned with channeling the forms of plurality naturally found in diffuse power settings such as professional organizations or inter-organizational partnerships. It is suggested that future research might pay more attention to social network perspectives, to the dynamics of plural leadership, to the role of power, and to critical perspectives on leadership discourse.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 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