Validity and Cross-Cultural Invariance of the Resiliency Scale for Young Adults – Spanish Version
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.
Bibliographic record
Abstract
Abstract. Emerging adulthood represents a time of substantial change and unpredictability. Personal resiliency is defined as an ability to adapt and thrive in the face of challenging circumstances. This study evaluated the cross-cultural validity of a new Spanish translation of the Resiliency Scale for Young Adults (RSYA) using samples of 393 young adults (66.2% women) from Spain (ages 18–30 years, M age = 25.88, SD age = 2.87) and 365 young adults (71.23% women) from Canada (ages 18–30 years, M age = 18.56, SD age = 1.26). Results showed that scores on the Spanish RSYA demonstrated high internal consistency reliability, convergent validity, a sound three-factor structure, and partial scalar invariance. Overall, the RSYA translation is a promising theory-based measurement tool designed for use in Spanish young adult samples.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it