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Record W7118124133 · doi:10.17066/tpdrd.1556651

Development of the Empathy in Romantic Relationships Scale: Validity and Reliability Study

2025· article· en· W7118124133 on OpenAlexaboutno aff
Şeyma BİLGİZ ÖZTÜRK, Sümeyye Bilgiz Akbayır

Bibliographic record

VenueTürk Psikolojik Danışma ve Rehberlik Dergisi · 2025
Typearticle
Languageen
FieldMedicine
TopicEmpathy and Medical Education
Canadian institutionsnot available
Fundersnot available
KeywordsEmpathyReliability (semiconductor)Scale (ratio)RomanceConfirmatory factor analysisInternal consistencyExploratory factor analysis

Abstract

fetched live from OpenAlex

The present study aimed to develop the Empathy in Romantic Relationships Scale and to examine its psychometric properties to assess empathy skills within romantic relationships. To develop the scale, an extensive literature review was first conducted, resulting in a preliminary pool. Expert opinions were then obtained, and the items were revised accordingly. Data were collected from 504 individuals (293 females, 58.1%; 211 males, 41.9%) who were married (60.1%), engaged (10.1%), or in a dating relationship (29.8%) to conduct an exploratory factor analysis. The results revealed a two-dimensional structure consisting of nine items. These dimensions were identified as Emotional Empathy and Cognitive Empathy. In the second phase, data were gathered from 222 individuals (158 females, 71.2%; 64 males, 28.8%) who were married (34.7%), engaged (18%), or in a dating relationship (47.3%) to perform a confirmatory factor analysis based on the previously obtained structure. Reliability was examined through Cronbach’s alpha internal consistency coefficients and test–retest analyses. In the item analyses, correlations among the items were assessed, and the mean scores of the lower 27% and upper 27% groups were compared using independent samples t-tests. Criterion-related validity was evaluated by calculating Pearson’s product–moment correlation coefficients between the new scale and the Toronto Empathy Scale as well as the Tolerance Tendency Scale. The findings indicated that the Empathy in Romantic Relationships Scale is a valid and reliable instrument for measuring empathy in romantic relationships.

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)0.007
metaresearch head score (Gemma)0.013
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 score0.007
Threshold uncertainty score0.038

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0000.001
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 head0.036
GPT teacher head0.325
Teacher spread0.288 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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