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Record W3135410114 · doi:10.1080/00224499.2021.1891189

Putting the Dyad into the Sexual Response Discussion: A Latent Class Analysis Using Ratings of Self and Partner

2021· article· en· W3135410114 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueThe Journal of Sex Research · 2021
Typearticle
Languageen
FieldMedicine
TopicSexual function and dysfunction studies
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsPsychologyDyadArousalSexual arousalDevelopmental psychologySexual desireLatent class modelLow arousal theorySocial psychologyHuman sexuality

Abstract

fetched live from OpenAlex

In this study we explored the sexual response process in couple relationships. With a U.S. sample of 383 mixed-sex couples we found seven different classes of couple sexual response using Dyadic Latent Class Growth Analysis for ratings of self and partner about their most recent sexual experience. These classes ranged from synchronous High Arousal (31.6%) and Medium Arousal (27.7%) groups, to a few classes where one partner had a quick arousal process and the other partner had very low levels of arousal. Couples in these classes were differentiated on their levels of accuracy in understanding what their partner was experiencing, as one class had couples where men experienced higher arousal than women in the first part of the experience, but the male partner was aware of the discrepancy (Equifinality, 6.8%, i.e. couples start at different levels of arousal but end up at the same place), and another where men experienced higher arousal than women throughout the experience, but men inaccurately thought their partner also experienced higher arousal (Inaccurate Split, 7.3%). The seven classes had significantly different values on variables measuring the quality of the specific sexual experience. These classes also significantly differed on a variety of measures assessing the overall sexual relationship and the relationship as a whole. These findings counter the argument that the sexual response cycle is uniform for most couples.

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)0.012
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.469
Threshold uncertainty score0.575

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0120.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.141
GPT teacher head0.432
Teacher spread0.291 · 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