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
Over the last ten years there has been an upsurge in the use of arts-based approaches within leadership development (Mockler, 2002; Darso, 2004). For instance, in the UK, the director and actor Richard Olivier has championed the reading and dramatisation of Shakespeare plays as a mode of leadership development (Olivier, 2002), the Banff Centre for Leadership in Alberta Canada regularly incorporates mask-making, poetry and dance in its ‘Leadership Lab’ and the Bled School of Management in Slovenia runs an innovative programme in which participants on leadership development programmes conduct an orchestra as a way of gaining a new perspective on teamworking. Theoretical development in this area is also on the rise, heralded by an International Arts of Organisation and Management conference held biennially since 2002 as well as the introduction of the journal Aesthesis, which encourages discourse amongst academics and practitioners forging innovative theory in the intersection between organisation and art.
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 | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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