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Record W7129105519 · doi:10.1684/sexol.2025.72

Adultes émergents vierges en contexte clinique : une recherche qualitative auprès de professionnels

2025· article· fr· W7129105519 on OpenAlex
A. Leroux, Marie-Aude Boislard, Louise Cossette

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueSexologies · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicMigration, Identity, and Health
Canadian institutionsnot available
Fundersnot available
KeywordsQualitative researchEpidemiologyQualitative analysisThematic analysisQualitative property

Abstract

fetched live from OpenAlex

An increasing number of individuals in Western societies are reaching adulthood without having transitioned to an active sex life. In a context where sexuality is socially valued, this situation often leads to psychological distress. This study aimed to document, from the perspective of health and social care professionals in Quebec, the characteristics and difficulties of heterosexual emerging adult virgins and the interventions provided. Seven sexologists and one social worker participated in semi-structured individual interviews. They had supported a total of 13 adult virgins aged between 19 and 29. A thematic analysis of the interviews yielded a portrait of these adults, particularly of their emotional and relational difficulties. It also highlighted essential clinical attitudes and skills for working with this population. This study emphasizes the importance for health and social care professionals to recognize the diversity of sexual trajectories and to develop inclusive, non-pathologizing, and sensitive clinical practices.

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 imitation

Not 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.

metaresearch head score (Codex)0.009
metaresearch head score (Gemma)0.010
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.281
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.256
GPT teacher head0.530
Teacher spread0.274 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it