Bibliographic record
Abstract
This research project examines the personal and political experiences of five men engaged in pro-feminist organizing. Their experiences are explored in the context of the emergence of anti- feminist groups, and an increasingly volatile funding environment whereby women’s rights organizations are seeing their financial resources threatened. Using a critical and sociological approach to masculinities, significant challenges at the personal level for these pro-feminist men are examined and are shown to compound engagement with women feminists, and the potential of cross gender partnerships. A people-oriented qualitative approach is employed to capture men’s personal journeys and how they self- identify with the feminist movement. This research adds to the prevalent “Man Question”, contesting men’s engagement in the feminist movement. Ultimately, however, the thesis concludes that men’s engagement in the feminist movement needs to be clearly positioned as a political project with an explicit commitment to building alliances with women’s rights networks.
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 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 | 0.008 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.038 | 0.029 |
| Scholarly communication | 0.016 | 0.007 |
| Open science | 0.001 | 0.011 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".