Satisfaction with Emergency Departments and Other Mental Health Services among Patients with Mental Disorders
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
Background: Few studies have investigated satisfaction with emergency departments (EDs) among patients with mental health (MH) issues. This study evaluated the use of and satisfaction with EDs and other MH services among 328 patients with MH disorders, as well as specific characteristics of patient satisfaction and dissatisfaction. Methods: A mixed-methods study was conducted in four EDs located in different administrative healthcare regions of Quebec (Canada). Results: Patients were highly satisfied with staff attitudes in EDs and other MH services (i.e., hospital in-patient services, outpatient services, community organizations). Major sources of dissatisfaction were the information received in EDs concerning community services and the physical environment or climate in EDs and other MH services. Conclusion: Dissatisfaction with services may be reduced by extending hours of operation in MH services; promoting collaboration between psychiatrists, family physicians and other primary care providers; further integrating EDs with other healthcare services; and improving the characteristically austere and restrictive atmosphere in EDs.
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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 | 0.000 |
| 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