Rapid tranquilization: An audit of Irish mental health nursing practice
Bibliographic record
Abstract
Rapid tranquillization is a pharmacological intervention sometimes employed in mental health care for the management of acute behavioural disturbance. It is a form of restrictive practice, which, along with seclusion and restraint, is a conventional and controversial intervention in the therapeutic management of risk in mental health settings. This study surveyed mental health nurses practice in rapid tranquillization. A self-report questionnaire was utilized which addressed aspects such as definitions of rapid tranquillization, presence of rapid tranquillization policy, types of incidents where it is used and postintervention monitoring. The results demonstrate that rapid tranquillization is an intervention used in the management of acute behavioural disturbance in various mental health settings in Ireland. Respondents showed a basic understanding of rapid tranquillization as an intervention; however, some areas reported not having a specific rapid tranquillization policy. There was some evidence of a variation in postrapid tranquillization monitoring of psychiatric/mental health and physical health. Service user debriefing following rapid tranquillization was reported to be common; however, the content of this was not elaborated on. In the light of variations in practice, specific training and the development of rapid tranquillization policies are recommended.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".