Bibliographic record
Abstract
This paper describes a two-year action research study of 20 pre-service teachers (referred to in the context of this study as intern teachers) in their final 15-week practicum, during which they engaged in a type of action research known as collaborative inquiry. Over the course of their practicum, these intern teachers were interviewed monthly to ascertain the impact of collaborative inquiry on their confidence and competence as emerging reflective practitioners. Interview data were triangulated with observations by their practicum mentor teachers, resulting in three skills that participants believed could be attributed to implementing a collaborative inquiry model during practicum: intern teachers increased their understanding of the reflective process and its role in improving their instructional effectiveness; intern teachers increased their skill and confidence in working with colleagues to address pedagogical and practical problems; and intern teachers increased their ability to engage in professional learning as teacher-researchers, that is, in their ability to link theory with practice.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.061 | 0.099 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.012 | 0.032 |
| Scholarly communication | 0.021 | 0.014 |
| Open science | 0.005 | 0.018 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".