Handholding, Walking With Students. Compassionate—Not Customer—Care in Post-Secondary Education
Bibliographic record
Abstract
Values of independence and self-determination predominate over relations of care and compassion in fast-paced academia and post-secondary institutions, a “malaise” that faculty and students alike experience. Large-scale production rewards the “Invictus” (undefeatable, unconquered), leaving others mostly to their own and allowing little or no space for individual care, for handholding. As a graduate cohort advisor in early childhood education (ECE), I have resisted giving in to such values. Inspired by principles of a feminist ethics of care and pedagogy of listening, in this paper I reflect on a decade of handholding and walking with ECE post-secondary students as an act of resistance. Keywords: academia, feminist ethics of care, early childhood post-secondary students, pedagogy of listening, post-secondary, resistance
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".