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
The following essay by Larry Spears gives a current history of the work of servant-leadership associated with the Greenleaf Center for ServantLeadership, Westfield, Indiana, United States ofAmerica. Following the essay is an interview of Larry Spears conducted by Barbara Tey, from Malaysia. The interview appeared in the Jan.-March 2006 issue of the Journal of the Malaysian Institute of Management. The 2005 annual international conference on servant-leadership, held in Indianapolis, attained significant reach, with people attending from thirtyfive states and nine countries: Brazil, Canada, Japan, Korea, the Netherlands, Singapore, Sweden, the United Kingdom, and the United States. I think it's important that we recognize our international visitors and the growth and learning that they bring to us, and from the pre-conference meeting we had with the directors of the international Centers I can say without reservation there is incredible work going on around the world in servant-leadership.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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