Reading between the lines: gender, work and history
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
Purpose The purpose of this paper is to explore the role of history in the creation of gender dynamics at work. Design/methodology/approach Drawing on an ANTi‐history – which draws on actor‐network theory (ANT) – and critical sensemaking framework, the authors analyze a written history of a teachers' union to examine how historically contextualized networks of actors shape notions of gender. Findings The findings support the notion of history as socially constructed story telling, which serves to shape rather than describe gendered relations at work. Research limitations/implications The research is limited to archival materials as the participants are not available as direct informants. Archives by their nature are incomplete and some accounts are summaries. Practical implications Understanding the socially constructed role of history will help management educators and practitioners to examine historical accounts as part of the problem of gendered relations. The paper reinforces the notion that understanding of discrimination may be lost as power imbalances are written out of historical accounts in the attempt to be politically correct. Originality/value The paper's contribution to research lies in its application of new methods of historical analysis (namely, ANTi‐history and critical sensemaking) and a focus on history as a powerful sensemaking device that shapes on‐going sensemaking.
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 | 0.001 | 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 | 0.001 |
| 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