Development and psychometric testing of the care in obstetrics: Measure for testing satisfaction (COMFORTS) scale
Why this work is in the frame
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Bibliographic record
Abstract
This paper describes the development and psychometric assessment of a scale to measure satisfaction with intrapartum and postpartum care in hospital: The Care in Obstetrics: A Measure For Testing Satisfaction (COMFORTS) scale. A sample of 415 participants completed the 40-item scale. Cronbach's alpha for the scale was .95. Evaluation of construct validity through principal components factor analysis with varimax rotation yielded six subscales: confidence in newborn care, postpartum nursing care, provision of choice, the physical environment, respect for privacy, and labor/delivery nursing care. The COMFORTS scale was able to discriminate between multiparous versus primiparous women, and between women cared for in single room maternity care versus in separate labor/delivery and postpartum rooms. Pending further validation, the COMFORTS scale has potential to measure women's satisfaction with childbirth care and contribute to an assessment of the quality of care provided.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| 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