Looking Again at "Surface-Level" Reflections: Framing a Competence View of Early Teacher Thinking.
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
In this paper, we present the results of a study on the reflection practices of pre-service teachers in the context of a student teaching seminar. Specifically, we examine and reinterpret reflective practices that are typically framed as “low level” and are categorized as descriptive, routine, or technical. We ask: How can we understand a wide range of teacher reflection practices, especially those that do not appear to exhibit much depth? We highlight patterns to suggest how seemingly routine reflections may serve a relevant purpose for teacher growth and development. Findings show that beginning teachers’ use multiple strategies to pose questions, identify realizations, and name action steps—for example, narrating or describing, posing How do I…? or How can I…? questions, and stating self-affirmations. We conclude by suggesting that teacher educators must aim to observe, value, and engage the existing reflection practices of beginning teachers. Teacher educators can support beginning teachers to use a wide range of reflection strategies to create meaning and coherence in relation to their teaching.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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