From Getting Ahead to Getting Back on One’s Feet: Performing Masculinity as a Self-help Reader
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
Despite the fact that millions of men engage in self-help reading, there has been little scholarly research about the reception of self-help texts by male readers. We explore how men read self-help books through presenting the results of forty-five qualitative interviews with readers of books in the domains of career and financial success, health and well-being, and interpersonal relationships. Our interviewees expressed awareness of the stigmatized role of the male self-help reader and performed two patterns of masculinity, influenced by hegemonic ideals, within this context: the resourceful man getting ahead in life; and the wounded man getting back on his feet. A small proportion of our interviewees challenged conventional notions of masculinity, demonstrating the potential for men to read self-help books in diverse ways. Our findings shed important insight into how men read self-help books and into the performance of masculinity in the context of such reading.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it