Being and Becoming Woke in Teacher 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 role education plays in society has been contested in the United States since the inception of public education. Historically this contention has produced a delicate balance between promoting the social justice concerns of educating democratic citizens and the disciplinary concerns of individual intellectual development. Teacher preparation programs in American normal schools, colleges, and universities have traditionally struck a similar balance between theory and practice. In the past several decades, however, the rise of neoliberalism in American politics has shifted the balance away from equity, diversity, and inclusivity. The purpose of this study is to provide an account of the lived experiences of teacher candidates with the phenomena of being and becoming “woke” within a teacher education program that reflects neoliberal values but maintains a stated commitment to social justice. This study includes narrative vignettes that explore the phenomenality of “wokeness” as it manifests in the public-school environment and the teacher education program. It also addresses the effects of neoliberalism on teacher candidates’ willingness and ability to take up social justice for themselves, their students, and society.
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 | 0.003 |
| 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