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Record W6990383067

Deeper insights into the construct of sexual communication: Understanding of the role of individual and relationship factors and the development of a process model

2023· dissertation· en· W6990383067 on OpenAlexaff

Bibliographic record

VenueUWSpace (University of Waterloo) · 2023
Typedissertation
Languageen
FieldMedicine
TopicSexual function and dysfunction studies
Canadian institutionsRegional Municipality of Waterloo
Fundersnot available
KeywordsProcess (computing)Construct (python library)Meaning (existential)Context (archaeology)Vulnerability (computing)Outcome (game theory)
DOInot available

Abstract

fetched live from OpenAlex

Successful and fulfilling intimate relationships are an integral part of overall wellbeing, and their success and meaning are determined by many factors, including sexual communication within the relationship (Byers & Demmons, 1999; Rehman et al., 2011). Despite the substantial body of research that explains the impact of sexual communication on relational and sexual functioning, less is known about the process of communicating sexual topics. Sexual communication is a complex process involving the capacity for vulnerability as well as communication and perspective-taking skills (e.g., Buluş et al., 2017). Theoretical models have important utility in both research and clinical practice, but there are few models of sexual communication that capture its multidimensional nature. The goal of the current program of research was to expand on the foundational work by Brown and Weigel (2018) to develop the Process Model of Sexual Communication (PMSC). This model explains the relationships between individual factors, relationship context factors, and the process of sexual communication and their collective impact on outcome variables such as sexual satisfaction. \n \nI conducted two separate two-part studies (total n = 373) to explore the relationships between these factors and develop the PMSC using quantitative (Studies 1a and 1b) and mixed-method (Studies 2a and 2b) approaches. The results support the multidimensional nature of sexual communication and highlight the different topics that individuals discuss with their partners. They also highlight the importance of motivations for engaging in sexual communication and how those motivations impact the other components of the model. Using these results, I constructed the PMSC and tested associations between the model components. I discuss implications for research and clinical practice as well as future directions to test the full PMSC.

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)0.008
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.040

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.011
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.003
Science and technology studies0.0020.010
Scholarly communication0.0080.016
Open science0.0010.004
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0050.000

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 head0.051
GPT teacher head0.252
Teacher spread0.201 · 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 designTheoretical or conceptual
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

Citations0
Published2023
Admission routes1
Has abstractyes

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