Standardization of the Arabic version of the Voice Handicap Index: An investigation of validity and reliability
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
Validity and reliability of the Arabic version of the VHI (VHI-Arab) were investigated. Possible effects of participant-inherent factors (i.e. age, sex) on participant (77 females, 35 males) responses were also investigated. Results showed high internal consistency (Cronbach's alpha r > 0.857 for all scores). Test-retest reliability was found to be strong (r > 0.87 for all scores). Validity results indicated significant moderate correlations between total VHI score and responses to severity (r = 0.521, P = 0.015) and satisfaction (r = 20.556, P = 0.009) questions. VHI-Arab was found to be unaffected by age (P > 0.10 for all scores) or sex (P > 0.05). This study produced a valid and reliable instrument for measuring participation restriction in Arabic-speaking individuals with voice disorders.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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