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
Purpose: The purpose of this study is to describe the preappointment experiences of early-career headteachers in Tanzania and to discuss implications for postsecondary institutions and ministries of education in East Africa. Research Design: Seven novice headteachers in a suburb of Dar es Salaam, Tanzania, completed questionnaires and participated in face-to-face interviews about their preappointment professional and academic experiences germane to their school leadership roles. Themes within the data from the seven case studies were analyzed and are presented. Findings: There are very limited opportunities for formal preparation programs for headteachers. Preparation experiences typically follow an ad hoc apprenticeship model in which aspiring headteachers learn from their current headteachers. Inadequate preparation is reflected in the limited roles of headteachers in schools. Opportunities for collaborative headteacher preparation are emerging across East African countries but are dependent on support from the private sector and political leaders. Recommendations for further research are presented.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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