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 explores hegemonic and counterhegemonic ideas of masculinity as seen through the political campaigns and programmatic appeals of the Knights of Labor (KOL) in Ontario, 1882 to 1890. The KOL was a movement that sought to unite the working class in opposition to the exploitation of elites. Central to the KOL’s opposition was the creation of a counterhegemonic ideal of manhood. For the KOL, the denial of their rights as workers and citizens was intertwined with hegemonic conceptions of masculinity that denied them manhood. Formulating an alternative conception that portrayed working men as manly and members of unproductive elites as unmanly was, therefore, a central element in the KOL program of opposition. The KOL’s construction ofa counterhegemonic ideal of manhood that was, at once, challenging and accepting of the dominantideal is illustrative of the significance of masculinity, and gender more broadly, to social movements and social debate.
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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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