Safety in the Classroom: Safeguarding Liberal Arts Education from the Neo-Liberal Threat
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 examines the elusive concept of safety in liberal arts classrooms which are often contoured by a plurality of social, cultural, political, psychological, historical, and discursive forces and performances. Using select principles from adult education and social work with groups as an organizing metaphor, the article discusses the classroom as a large group, the changing student body, and, especially, the impact of diversity and inclusivity in liberal arts settings. Because the aim of liberal arts education is usually to promote independent and critical thinking, open-mindedness, and greater communication and decision-making skills, its goals foster, to a great degree, citizen engagement that empowers persons to participate in collective actions toward greater equality and justice in communities both locally and globally. Classroom safety is essential to these aims because it increases opportunity for free, critical, and independent thought necessary for progressive, egalitarian, and justice pursuits. The article explores safety, including dialogic practices and reflection on relations of power within the classroom, for its significant role in fulfilling liberal arts aspirations.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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