Defining Quality in Primary and Secondary Education
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 paper is to explore the conceptual content of the term ‘quality’ in primary and secondary education through the content analysis of 32 scientific publications. The analysis of the qualitative data is based on the methodology of grounded theory, revealing 21 major dimensions of quality with a high frequency of occurrence that are divided into five broader categories. The first category, ‘learning environment,’ includes psychosocial elements, physical elements, respect for diversity and collaboration, sharing, and team spirit. The second category, ‘learning content,’ includes student-centred pedagogy, well-structured knowledge base, continuous curriculum improvement, interest in all students, and life skills. The third category, ‘processes,’ includes teaching, learning, assessment, support, and supervision. The fourth category, ‘students,’ includes involvement/participation, feedback, challenging learning activities, and improved learning outcomes. Finally, the fifth category, ‘teachers,’ includes knowledge of educational context, content, curriculum, and pedagogy, pedagogical skills, emotional/management/reflection skills, and teacher professional development. According to the main findings, from the category ‘learning environment,’ the dimension concerning the psychosocial elements prevails in the literature; from the category ‘learning content’, the dimension of student-centred pedagogy prevails; and from the category ‘processes’, three dimensions prevail: the first is related to support and supervision and the other two are related to teaching and assessment. From the wider category ‘students,’ the dimension relating to improved learning outcomes prevails. Finally, in the category ‘teachers,’ two dimensions prevail: the first concerns skills (emotional, management, reflection), and the second dimension concerns knowledge of the educational context, content, curriculum, and pedagogy.
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 | 0.001 |
| 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) | 0.000 | 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