Development and validation of home-based psychosocial self-management interventions in schizophrenia and related disorders in low-resource settings: A mixed methods approach
Bibliographic record
Abstract
Background: Psychosocial interventions, crucial for recovery in patients with schizophrenia, have often been developed and tested in high income countries. We aimed at developing and validating home-based a booklet based psycho-social intervention with inputs from stakeholders: patients, families, and mental health professionals (MHP) for patients with schizophrenia and related disorders in low resource settings. Methods: We developed a preliminary version of psychosocial intervention booklets based on six themes derived from focus group discussions conducted with patients, families, and MHP. Initially, quantitative assessment of content validity was done by MHP on overall and Content Validity Index of individual items of the specific booklets, followed by in-depth interviews about their views. The booklets were modified based on their inputs. Further, pilot testing of manuals was done on the users - nine pairs of patients and caregivers followed by development of a final version of psycho-social intervention. Results: The percentage content validity of individual modules and overall booklets was ≥78.5% indicating good validity. Most MHP reported that the manuals were relevant and easy to use but were text-heavy, and lengthy. On pilot testing of modified manuals with patients and their family caregivers, majority (77.8%) of them found booklets useful and suggested that there should be separate booklets for both patients and caregivers for providing information and entering separate response for the activities, integrating helpful tips. Language should be simple. Finally, two sets of booklets ("info book" and "workbook") named 'Saksham' (meaning empowered) were created with specific modules (viz., 'Medicine adherence', 'Daily routine', 'Eating right', 'Physical activity', 'Physical health monitoring', 'Self-reliance', and 'Psychoeducation') for patients and caregivers each, in two languages (Hindi and English). Conclusion: Booklets with modules for psychosocial interventions for patients with schizophrenia and their caregivers were developed after establishing content validity and pilot testing.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".