Gender as a Barrier for Women With Children in Academe
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 research involved in-depth interviews with nineteen women professors, drawn from across various faculties and ranks at one Canadian university, and was intended to explore the interconnections between the women's personal and professional lives. The women in this study chose to combine having children with an academic career. Most of them depicted their career trajectory as a lifelong challenge, one that was both fulfilling and prestigious. In contrast, the women reported a number of obstacles in their career paths that served to prevent them from gaining full membership in academic life. This study probes the nature of such obstacles that are grouped into two categories: the child-related time crunch and the career-related time crunch. As a result of these obstacles, the women encountered childbearing/childrearing problems, research dilemmas, a willingness to leave the academy, and denial of tenure and promotion. Findings call for a restructuring of academic careers in order to effectively accommodate women with children in the profession.
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 | 0.000 |
| 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