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
Examining the representation of white men and masculinity in two recently published Canadian short stories, both of which contend with the cultural fallout of globalization. The literary readings of “The Number Three,” by Alexander MacLeod and “The Beggar’s Garden”, by Michael Christie are located within three critical contexts: the concept of “white civility” developed by Daniel Coleman, which describes a distinctively Canadian model of masculinity; the notion of “white masculinity in crisis”; and the form of the “return story,” defined by Canadian literary critic Gerald Lynch as the concluding story in a short story cycle. The stories ultimately confirm a particularly Canadian form of hegemonic masculinity, which derives the patriarchal dividend by projecting anti-elitism, commitment to community, and civility; underneath that projection, however, the fantasy of traditional social structures and gendered labor divisions is affirmed. In their experimentation with the genre of the short story cycle and the return story, MacLeod and Christie work to represent white men reeling from an awareness of their own economic and domestic marginalization, and yet who manage to reaffirm a sense of hegemonic masculinity via the staging of gendered settlement activity, or reterritorialization. What emerges from a close reading of the two short stories is a picture of a distinctively Canadian hegemonic masculinity, whereby the assertion of the “natural” right to control space is related to—indeed, ensues from—an ability to empathize with community, to perform modest economic and domestic aspirations, and to cope with loss in civil terms.
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 | 0.001 |
| 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