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
INTRODUCTION: Approximately 15% of women have chronic dyspareunia that is poorly understood, infrequently cured, often highly problematic, and distressing. Chronic dyspareunia is an urgent health issue. AIM: To provide recommendations/guidelines concerning state-of-the-art knowledge for the assessment and management of women's sexual pain disorders. METHODS: An international consultation, in collaboration with the major sexual medicine associations, assembled over 200 multidisciplinary experts from 60 countries into 17 committees. One six-member committee focused on women's sexual pain disorders, developing recommendations over a 2-year period. MAIN OUTCOME MEASURE: Expert opinion was based on grading of evidence-based medical literature, widespread internal committee discussion, public presentation, and debate. RESULTS: There is increasing evidence for the role of neuropathic pain mechanisms in the pathophysiology of sexual pain disorders. Empirical literature has demonstrated the comorbid presence of clinical psychopathology. With regard to the pathophysiologic role of the pelvic floor and sexual pain disorders, studies reveal that (i) differentiation between vaginismus and dyspareunia using clinical tools is difficult; (ii) vaginal spasms have not been identified; (iii) physical therapists can differentiate vaginismic women from matched controls based on muscle tone/strength differences; (iv) the traditional treatment of vaginismus with vaginal "dilatation" plus psycho-education, desensitization, and so forth is not evidence-based; (v) pelvic floor muscle tone/strength measures for women suffering from vulvar vestibulitis syndrome are intermediate between those of women with vaginismus and no-pain controls; and (vi) the pelvic floor musculature is indirectly innervated by the limbic system and highly reactive to emotional stimuli and states. Pelvic floor therapies for dyspareunia may be effective. CONCLUSION: Recommendations include (i) revising the definitions of vaginismus and dyspareunia; (ii) integration of treatment approaches; (iii) validation of nonspecific treatment effects; (iv) controlled studies to test interventions; and (v) sexuality education to help prevent sexual pain.
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 | 0.003 | 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 | 0.000 |
| 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