Servant Leadership: Teaching the Helping Professional
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
Robert Greenleaf’s principles of servant leadership are relevant to the helping professions, including empowerment and development of others, service to others, and open and participatory leadership. The study of servant leadership was infused into an undergraduate senior capstone experience (an internship) for emerging helping professionals (social work and child and family studies majors). Students read and discussed Greenleaf’s work and applied it to their internship experiences through weekly written reflections. Analysis of student reflections revealed an internalization of servant leadership principles and an understanding of their application within a professional context. Field supervisor evaluations of students indicated professional development consistent with servant leadership ideals. Analysis of servant leadership self-evaluations by students recorded at the beginning and end of the capstone experience revealed increases in empowering and developing others and serving others. These findings support the value of servant leadership education in the training of future leaders within the helping professions.
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 | 0.007 | 0.005 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| 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