Academic abuse: A conceptual framework of the dimensions of toxic culture in higher education and the impact on the meaning of work
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
Abstract This article provides a conceptual framework of the dimensions of a toxic culture in higher education and the impact it has on the meaning of work. Seven dimensions of a toxic culture in higher education are presented as follows: toxic leadership; bullying and mobbing; colleagues as enablers; reinforced toxic social norms; purposeful, chaotic change; manipulation of systems, structures and processes; and weaponization of the work itself. The article then discusses how the harmful individual outcomes of working in a toxic culture change the meaning of work from meaningful to meaningless, and the corresponding organizational outcomes. These include high turnover; decreased performance and productivity; lack of effective problem solving; increased expenses for legal, healthcare, unemployment, recruitment and the inability to recruit new talent. Recommendations are provided for systemic culture change.
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 | 0.000 | 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) | 0.001 | 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