Interventions to promote psychiatric patients’ compliance to mental health treatment: A systematic 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: Non-compliance to treatment remains one of the greatest challenges in mental healthcare services, and how to improve this remains a problem.Aim: The aim of this study was to critically synthesise the best available evidence from literature regarding interventions to promote psychiatric patients’ compliance to mental health treatment. The interventions can be made available for mental health professionals to use in clinical practice.Method: A systematic review was chosen as a design to identify primary studies that answered the following research question: What is the current evidence on interventions to promote psychiatric patients’ compliance to mental health treatment? Selected electronic databases were thoroughly searched. Studies were critically appraised and identifid as answeringthe research questions. Evidence extraction, analysis and synthesis were then conducted by means of evidence class rating and grading of strength prescribed in the American Dietetic Association’s manual.Results: The systematic review identifid several interventions that can improve patients’ compliance in mental health treatment, for example adherence therapy and motivational interviewing techniques during in-hospital stay.Conclusions: Conclusions were drawn and recommendations formulated for nursing practice, education and research.Agtergrond: Geen-samewerking met behandeling bly steeds een van die grootste uitdagings in geestesgesondheidsorgdienste, en genoegsame kennis oor hoe om dit te verbeter, is steeds ’n probleem.Doelwit: Die doel van hierdie studie was om die beskikbare bewyse vanuit literatuur aangaande intervensies ter bevordering van psigiatriese pasiënte se samewerking met geestesgesondheidsbehandeling krities te sintetiseer. Hierdie intervensies kan aan professionele gesondheidsorgpersoneel beskikbaar gestel word ter bevordering van psigiatriese pasiënte se samewerking met geestesgesondheidsbehandeling.Metode: ’n Sistematiese literatuuroorsig is gekies as die ontwerp om primêre studieste identifieer wat die volgende navorsingsvraag beantwoord: Wat is die huidige kennis ten opsigte van intervensies wat psigiatriese pasiënte se samewerking met geestesgesondheidsbehandeling bevorder?Resultate: Studies is ingesluit vir kritiese gehalte-beoordeling ten opsigte van metodologie, en is uiteindelik geïdentifieer as bronne van bewyse wat die literatuuroorsigvraag toepaslik beantwoord. Bewysonttrekking, -analise en -sintese is gedoen deur middel van die beoordeling van bewysklas en -gradering van bewyssterkte, soos voorgeskryf in die American Dietetic Association se handleiding. Die sistemiese literatuuroorsig het aangedui datdaar heelparty intervensies is wat psigiatriese pasiënte se samewerking met behandeling kan verbeter, byvoorbeeld samewerkingsterapie en motiveringsonderhoudstegnieke.Gevolgtrekking: Gevolgtrekkings is gemaak en aanbevelings is geformuleer vir die verpleegpraktyk, verpleegonderrig en navorsing in verpleging.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.008 | 0.002 |
| Bibliometrics | 0.001 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.013 |
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