Psychometric Properties of a Scale Measuring Patients’ Perceptions Regarding Physical Activity Counseling by Physicians
Why this work is in the frame
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Bibliographic record
Abstract
This study developed a scale measuring patients' perceptions regarding physical activity (PA) counseling by physicians. Confirmatory factor analysis and multiple linear regression analysis were used to assess psychometric properties. The first factor extracted was "PA recommendation," which accounted for a variance of 45.1% out of total variance of 76.3% and comprises 5 items. The final scale yielded satisfactory psychometric properties including internal consistency (Cronbach's α = 0.75), convergent validity, discriminant validity, and predictive validity. Nine (9) items that makeup two factors (i.e., PA recommendation and follow-up) are potential measures of patients' perceptions regarding PA counseling by physicians in healthcare.
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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 | 0.000 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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