Professional ethics education for future teachers: A narrative review of the scholarly writings
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 article provides a narrative review of the scholarly writings on professional ethics education for future teachers. Against the background of a widespread belief among scholars working in this area that longstanding and sustained research and reflection on the ethics of teaching have had little impact on the teacher education curriculum, the article takes stock of the field by synthesizing viewpoints on key aspects of teaching ethics to teacher candidates—the role ethics plays in teacher education, the primary objectives of ethics education for teachers, recommended teaching and learning strategies, and challenges to introducing ethics curriculum—and maps out how opinions on these matters have evolved over the three decades since the initial publication of Strike and Soltis’ seminal book, The Ethics of Teaching. In light of the review’s results, the article identifies critical deficits in this literature and proposes a set of recommendations for future inquiry.
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 | 0.018 | 0.055 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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