Exploration of Emerging Adult Virgins’ Difficulties
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
Social clock theory posits that off-time transitions, such as virginity loss, are often socially reproached and stigmatized. Research suggests, however, that reasons for virginity in adulthood are heterogeneous and that some emerging adult virgins (EAVs) are struggling socially. To guide the development of interventions tailored to this population, it is important to understand their difficulties. Through individual semi-structured interviews, this study explores the difficulties and disagreeable emotions experienced by 29 heterosexual virgins aged between 20 and 29. The data were analyzed using thematic analysis. Three main themes were identified: (a) difficulties related to society, (b) difficulties related to interpersonal relationships, and (c) disagreeable emotions experienced relative to late virginity. These results reveal that difficulties expressed by EAVs are intertwined and surprisingly, the most salient difficulty was related to lack of intimacy, rather than virginity per se. Theoretical and clinical implications are discussed, along with recommendations for future research.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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