University Managed Minds: The Colonial Reproduction of Students as Mental Health Problems
Bibliographic record
Abstract
Abstract This paper, informed by disability studies and de-colonial theory, examines the appearance of the counselling paradigm in the University of Toronto administrative archive. We begin from the assumption that an administrative treatment of the general student body as potentially disordered is a disabling orientation which makes student difficulties into individual problems to be managed through a mental health orientation. We show how this form of human resource management through the mental health regime is essentially tied to the “coloniality of power” as theorized by Mignolo. Such an analysis allows us to uncover the colonial machine from which the Modern University sprung as it remains hidden in place. We theorize how these mental health programs developed through the coloniality of our past are very much part of our present making the student body always potentially disabled and thus an administrative task to be governed while perpetuating Eurocentric ways of knowing, governing, and being.
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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 | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.053 |
| Scholarly communication | 0.011 | 0.004 |
| Open science | 0.001 | 0.012 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".