Work as a Masculinity Contest
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- Insufficient payload (model declined to judge)
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Not applicableConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.693
- Threshold uncertainty score
- 1.000
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
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 | 0.001 | 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)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.250 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
Abstract We propose that a key reason why the workplace gender revolution has stalled (England, 2010) is that work remains the site of masculinity contests among men. In this article, we outline a theoretical framework for thinking about work as a masculinity contest, beginning with a brief review of scholarship on masculinity and exploring how the workplace is a context in which men feel particular pressure to prove themselves as “real men.” We identify different dimensions of masculinity along which employees may compete and how the competition may differ by work context. We propose that organizations with Masculinity Contest Cultures (MCCs) represent dysfunctional organizational climates (e.g., rife with toxic leadership, bullying, harassment) associated with poor individual outcomes for men as well as women (e.g., burnout, low organizational dedication, lower well‐being). We discuss how papers in this special issue contribute insight into MCCs and end with a discussion of the contributions made by conceptualizing work as a masculinity contest, and 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.
The record
- Venue
- Journal of Social Issues
- Topic
- Gender Diversity and Inequality
- Field
- Social Sciences
- Canadian institutions
- University of British Columbia
- Funders
- not available
- Keywords
- MasculinityCONTESTContext (archaeology)HarassmentScholarshipSociologySocial psychologyWork (physics)PsychologyGender studiesPolitical scienceEngineering
- Has abstract in OpenAlex
- yes