Sexual Dysfunction in Gay and Bisexual Prostate Cancer Survivors: A Concept Analysis
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
Sexual dysfunction is a common side effect of prostate cancer (PCa) treatment, yet it remains poorly defined in the literature. Current definitions are based on heteronormative assumptions which do not consider the unique experiences of gay and bisexual (GBM) PCa survivors. The purpose of this paper is to use Walker and Avant's method to conduct a concept analysis of sexual dysfunction among GBM in the context of PCa survivorship. The review included 46 articles published between 2002-2019. The following attributes were identified: (1) erectile dysfunction, (2) ejaculatory change (anhedonia/anejaculation), (3) urinary incontinence/climacturia, and (4) anodyspareunia. For GBM PCa survivors, sexual dysfunction involves reduced or abnormal functioning of four core elements of a sexual encounter, which inhibit GBM from engaging in and being satisfied with sexual activity.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 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)
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