The needs of family members caring for people living with mental illness: An integrated review
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: Family members caring for people living with mental illness (PLWMI) are prone to grapple with caregiver burden. The caregivers often contend with a decline in their mental and physical well-being while executing their role. This exploration aimed to understand the needs of family caregivers of PLWMI. Aim: An integrative review was conducted to analyse the existing literature on the needs of family caregivers for PLWMI. Method: The review adhered to the instructions provided by Toronto and Remington, drawing upon the guidance of Whittemore and Knafl. The search used four electronic databases: PubMed, African journals, EBSCOhost and Scopus. After screening 3253 references, 18 studies (10 qualitative, 4 quantitative and 4 mixed methods) were included. Results: The review identified various needs of PLWMI caregivers, including the need for support (financial, social, peer and psychological), psychoeducation, community acceptance of family caregivers, and comprehensive family caregiver health assessments. Conclusion: This review recognises the significance of addressing the needs of the caregivers of PLWMI to alleviate the impact of caregiver role strain. Promoting nursing care that recognises the importance of caregiver-oriented practice in healthcare is essential. This can help address the needs of the caregivers, enhance their ability to cope with caregiver role strain and promote a better quality of life. Contribution: This review may inform policymakers to ensure the need for mental health practice to demonstrate knowledge in caring for caregivers of PLWMI. Furthermore, there is a need to integrate the management of PLWMI with that of the caregivers.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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