Leading the Academic Department: A Mother–Daughter Story
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 is based on conversations between a mother and daughter about academic leadership. Both authors served in different time periods and at different career points as heads of departments (“chairs”) in Canadian universities. A literature review suggested that women’s academic leadership is a contested topic, especially in relation to organizational cultures and associated gendered expectations. New directions were identified, as scholars move towards comparative studies, poststructural theoretical approaches, analysis of neoliberal trends in universities, and awareness of variation among women. We noted that “Canada” was largely missing from most of the literature reviewed and that middle management had received less attention than senior roles. Our method was collaborative autoethnography, a means of sharing thoughts about one’s experiences and analyzing them with regard to wider social issues. Quotations are taken from a taped discussion in early 2018 and are organized around similarities and differences in our narratives. The conclusion raises issues about the difficulties associated with performing this particular middle management role; questions around the consequences of chairing for women in different age groups; the implications of increasing reliance on contingent academic labour; apparent differences between the Canadian experience and what has happened elsewhere; and promising directions for future research.
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 | 0.002 | 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 | 0.003 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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