Patient Satisfaction as an Indicator of Quality Care in Independent Health Facilities: Developing and Assessing a Tool to Enhance Public Accountability
Bibliographic record
Abstract
The objective of this research was to examine the performance of a brief patient survey about quality of care received in community-based diagnostic and therapeutic facilities. The survey was administered to patients in 44 facilities that were also scheduled for a formal external assessment. The response rate was 53%. Patients generally rated their care positively; 18.5% of patients rated at least 1 item as fair or poor. The amount of information received about risks and complications was rated least favorably; concern and caring shown by staff was rated most favorably. The 10 items which patients rated regarding aspects of quality formed an internally consistent scale (alpha = .93). Patients' ratings were not useful predictors of assessor ratings. Although patients' ratings cannot substitute for expert on-site assessments, they are an important part of a quality management program. The patient survey provides additional, complementary information about components of quality care that are important to them.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.012 | 0.035 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".