Factors associated with perceived coercion in adults receiving psychiatric care: a scoping review protocol
Bibliographic record
Abstract
INTRODUCTION: Coercion is inevitably linked to psychiatric and mental healthcare. Though many forms of coercion exist, perceived coercion appears to be a less studied form despite its marked prevalence and negative consequences. In the literature, several factors have been studied for their association with perceived coercion, but few literature reviews have focused on this precise subject. Gaining knowledge of the association between these factors and the degree of perceived coercion is essential to guide future research and develop informed interventions. The purpose of this review will be to identify, in the literature, factors associated with perceived coercion by adults receiving psychiatric care. METHODS AND ANALYSIS: A scoping review will be conducted by following the Joanna Briggs Institute methodology. A search with descriptors and keywords will be performed in the following databases: CINAHL, MEDLINE, PUBMED, EMBASE and PsycINFO. Then, a search for grey literature will be conducted, psychiatric and mental health journals will be searched, and reference lists will be examined to identify further pertinent literature. All literature on factors (human, health related, organisational, etc) and their association to perceived coercion by adults (18 and older) in inpatient, outpatient and community-based psychiatry will be included. A quality assessment of the literature included will be performed. The extracted data will be analysed with a method of content analysis. An exploratory search was conducted in September 2021 and will be updated in September 2022 once the evidence selection process is planned to begin. ETHICS AND DISSEMINATION: No ethics approval is required for this review. The results of this scoping review will be submitted to a scientific journal for publication, presented in conferences and shared with clinicians working in psychiatric and mental healthcare.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".