Supervising the Use of Mother Tongue Language in K-12 Education: IP School in Focus
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 purpose of this phenomenological study was to investigate and analyze the supervision of the use of mother tongue language in K to 12 education in Caraga Davao Oriental. Employing phenomenological approach with 14 school heads, in-depth interview and focus group discussion were conducted which revealed that most of the participants’ experiences in supervising mother tongue were frustration with ineptitude, collateral complications, collaboration among teachers, improved student engagement, and compassionate intervention. The coping mechanisms of the participants include being keen and efficient, being scientific and methodical, being creative and resourceful, peer mentoring, and benchmarking. Despite the rigors of life, the respondents shared insights based on their experiences. These include MTB language promotes cultural preservation, teachers need steady support, and administrators need a helping hand. The study implies that their realization after supervising and upon implementing what they have learned, they were amazed of the transformation that happened to their teachers in particular and the schools in general.
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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