Beyond a Diagnosis
Bibliographic record
Abstract
OBJECTIVES: The aim of this study was to explore the diverse aspects of sexual pain experiences among affected women. MATERIALS AND METHODS: We conducted an interpretive description qualitative study and collected data using one-to-one semi-structured interviews. Participants were purposefully recruited for one-on-one semi-structured online interviews. Two independent reviewers analyzed the transcripts, and coding was finalized through consensus. RESULTS: The study consisted of 31 women who self-identified as experiencing sexual pain with a mean age of 29 (SD=9.72) years and a mean pain duration of 53 (SD=41.93) months. We identified 6 main themes, including experience of living with pain, beliefs, behavior, search for help, treatments, and expectations. DISCUSSION: This study revealed that sexual pain often begins with the first sexual encounter and may persist, deeply affecting personal and marital well-being. Pain was linked to factors such as trauma and biological dysfunctions. Participants employed various coping strategies and sought multiple treatments, though outcomes and satisfaction levels varied. Key facilitators of effective treatment were professional support and access to information, while significant barriers included shame and financial constraints. Satisfaction with health care largely depended on receiving a diagnosis, with future outlooks varying from hopelessness to optimism.
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How this classification was reachedexpand
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 | 0.007 |
| 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".