Sexual Dysfunction and the Preservation of Manhood: Experiences of Men with Prostate Cancer
Bibliographic record
Abstract
This study explored the experiences of men living with sexual dysfunction as a consequence of having been treated for prostate cancer. An ethnoculturally diverse sample of 18 men (14 heterosexual, and four homosexual) participated in a series of four to five in-depth interviews. These one-on-one interviews were designed to elicit information pertaining to their beliefs, values and performances regarding masculinity vis-a-vis prostate cancer and its treatment. Interview transcripts were analyzed using the grounded theory method. The core category of 'Preserving Manhood' incorporated five major themes: enhancing the odds; disrupting a core performance; baring an invisible stigma; effortful-mechanical sex; and working around the loss. We conclude that men's performances of sexuality and masculinity were highly interwoven; that loss of sexual functioning constituted a focal disruption for participants; and in some instances, posed a significant threat to their masculine identities.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.007 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".