Student teacher collaborative reflection: perspectives on learning together
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
This paper reflects on the collaborative learning experiences of two 'student teachers' who have recently completed a Masters in Higher Education. Its purpose is to enhance our general understanding, and to encourage debate on how the professional expertise and confidence of new academics may be supported. Specifically, the article examines the use of classroom observation and associated reflective activities between student teachers as important cornerstones for professional growth and in developing a sense of collegiality. The paper sets the context by drawing together the theoretical literature relating to classroom observation and reflective practice. Then it draws on our experiences of using a particular classroom observation tool (FIAC) and how our learning was enriched through the exchange of written reflections. The paper illustrates how shared reflective activities between peers, such as story-telling, deepens understanding. In particular, it highlights the importance of understanding the emotional dynamics at play in learning.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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