Bibliographic record
Abstract
Two theoretical models hypothesized to predict sexual satisfaction were assessed. The Sexual Knowledge and Influence Model (SKIM), generated from Metts and colleagues' sexual communication research (Cupach & Metts, 1991 Cupach , W. R. , & Metts , S. (1991). Sexuality and communication in close relationships. In K. McKinney & S. Sprecher's (Eds.), Sexuality in close relationships (pp. 93–110). Hillsdale , NJ : Lawrence Erlbaum Associates. [Google Scholar], 1995 Cupach , W. R. , & Metts , S. ( 1995 ). The role of sexual attitude similarity in romantic heterosexual relationships . Personal Relationships , 2 , 287 – 300 .[Crossref], [Web of Science ®] , [Google Scholar]; Metts & Cupach, 1989 Metts , S. , & Cupach , W. R. ( 1989 ). The role of communication in human sexuality . In K. McKinney & S. Sprecher (Eds.), Human sexuality: The societal and interpersonal context (pp. 139 – 161 ). Norwood , NJ : Ablex Publishing Corporation . [Google Scholar]; Metts & Spitzberg, 1996 Metts , S. , & Spitzberg , B. H. ( 1996 ). Sexual communication in interpersonal contexts: A script-based approach . In B. R. Burleson (Ed.), Communication Yearbook 19 (pp. 49 – 91 ). Thousand Oaks , CA : Sage .[Taylor & Francis Online] , [Google Scholar]) and Luft's (1969 Luft , J. ( 1969 ). Of human interaction . Palo Alto , CA : National Press . [Google Scholar]) Johari window, delineates that willingness to communicate and sexual knowledge jointly predict sexual satisfaction. Alternatively, Byers's Interpersonal Exchange Model of Sexual Satisfaction (IEMSS; Byers, 2001 Byers , E. S. ( 2001 ). Evidence for the importance of relationship satisfaction for women's sexual functioning . In E. Kaschak & L. Tiefer's (Eds.), A new view of women's sexual problems (pp. 23 – 26 ). Binghamton , NY : The Haworth Press . [Google Scholar]; Byers & Demmons, 1999 Byers , E. S. , & Demmons , S. ( 1999 ). Sexual satisfaction and sexual self-disclosure within dating relationships . The Journal of Sex Research , 36 , 180 – 189 .[Taylor & Francis Online], [Web of Science ®] , [Google Scholar]; Byers & Wang, 2004 Byers , E. S. , & Wang , A. ( 2004 ). Understanding sexuality in close relationships from the social exchange perspective . In J. H. Harvey , A. Wenzel , & S. Sprecher (Eds.), The handbook of sexuality in close relationships (pp. 203 – 234 ). Mahwah , NJ : Lawrence Erlbaum Associates . [Google Scholar]; Lawrance & Byers, 1992 Lawrance , K. , & Byers , E. S. ( 1992 ). Development of the interpersonal exchange model of sexual satisfaction in long-term relationships . The Canadian Journal of Human Sexuality , 1 , 123 – 127 . [Google Scholar], 1995 Lawrance , K. , & Byers , E. S. ( 1995 ). Sexual satisfaction in long-term heterosexual relationships: The interpersonal exchange model of sexual satisfaction . Personal Relationships , 2 , 267 – 285 .[Crossref], [Web of Science ®] , [Google Scholar]) suggests that exchange variables predict sexual satisfaction. Regression analyses demonstrated that these data were consistent with a combined model in which sexual knowledge and sexual exchange variables were successful at predicting individuals' sexual satisfaction levels.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".