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Record W4409892046 · doi:10.1080/0092623x.2025.2492859

<i>That’s the Way</i> ( <i>I like It</i> ): Latent Profiles of Sexual Power Dynamics and Gender Roles

2025· article· en· W4409892046 on OpenAlexafffund
Roxanne Bolduc, Cloé Canivet, Martine Hébert, Natacha Godbout

Bibliographic record

VenueJournal of Sex & Marital Therapy · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGender Roles and Identity Studies
Canadian institutionsUniversité LavalUniversité du Québec à Montréal
FundersSocial Sciences and Humanities Research CouncilUniversité du Québec à Montréal
KeywordsDynamics (music)PsychologyPower (physics)Social psychologyPhysicsThermodynamics

Abstract

fetched live from OpenAlex

Sexual power dynamics (SPD) regroup sexual interests of dominance, submission, and tender sex. Interest toward sexual domination and/or submission has historically been pathologized and linked with higher levels of sexo-relational distress. Guided by sexual script theory, the consideration of one’s attitudes toward gender roles (GR), as either gender transcendent or gender-linked, might help identify different profiles of clients in sex therapy. To our knowledge, studies have yet to explore the different profiles while considering both SPD and GR. The scarcity of research on these variables limits our understanding of their implications for individuals’ sexo-relational well-being. The current study aimed to explore the presence of latent profiles based on SPD and GR reported by clients in sex therapy, and to compare the resulting profiles on possible correlates (i.e., sociodemographic characteristics, romantic attachment, relationship and sexual satisfaction). A sample of 325 adults in sex therapy, completed self-reported questionnaires at intake. Results revealed three profiles: (1) Dominant stereotypical thinkers (3.7%), (2) Tender conflicted traditionalists (15.4%), and (3) Flexible and coherent lovers (80.9%). Inter-profile comparisons revealed significant differences regarding gender, age, avoidant attachment and relationship satisfaction. Overall, results suggest the presence of an intricacy between SPD and GR, which would benefit from further exploration.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.030
GPT teacher head0.295
Teacher spread0.265 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2025
Admission routes2
Has abstractyes

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