Bibliographic record
Abstract
This paper shares findings from a qualitative study on university student mental health and illness that included digitally recorded interviews with university student services and programs professionals and staff at a Canadian university. Transcripts were thematically coded and analyzed using a disability studies informed interpretive sociological approach. Four key themes emerged: dwelling with disclosure, being open to the ‘nothing but’, understanding oneself as ‘not a counselor’, and coming to terms with the reality that under neoliberalism ‘we all fall’ Two key insights also emerged from the analysis: 1) Access to university-based programs and services is shaped by assumptions about productivity and reputation; 2) Psychiatric knowledge and expertise influences and informs how university student services staff understand and enact their roles within the university system. This paper considers how university-wide productivity-oriented psy-knowledge and practices organize and authorize what one participant described as a ‘hidden curriculum’ of academic success. This hidden curriculum manifests in the form of a referral-based resiliency (govern)mentality in university student service provision. It closes with a reflection on the transformative potential of adopting a “critically maladaptive” (McLaren, 2010, p. 504) approach that is attentive to alterity in university-based student services professional perspectives which appears in the form of a thoughtful “but…”.
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.
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 | 0.002 | 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 | 0.002 | 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".