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Record W6926621811 · doi:10.25384/sage.c.6286073

Workplace Violence in Healthcare Settings: A Scoping Review of Guidelines and Systematic Reviews

2022· other· en· W6926621811 on OpenAlexaboutno aff

Bibliographic record

VenueSage Journals Data · 2022
Typeother
Languageen
FieldEnergy
TopicSolar Thermal and Photovoltaic Systems
Canadian institutionsnot available
Fundersnot available
KeywordsSystematic reviewWorkplace violencePsychological interventionHealth careMultidisciplinary approachOccupational safety and healthPoison controlSuicide preventionDomestic violence

Abstract

fetched live from OpenAlex

Workplace violence in healthcare settings is alarmingly common and represents significant financial and human cost. The aim of this scoping review was to identify and summarize evidence on strategies to prevent and/or manage workplace violence in healthcare settings. Searches were limited to evidence-based clinical practice guidelines and systematic reviews published between 2015 and 2021. Multiple databases were searched and screened. Quality of the included guidelines and reviews was also assessed. Three guidelines and 33 systematic reviews were included. Both the Occupational Safety and Health Administration 2015 and Registered Nurses’ Association of Ontario 2019 guidelines provided useful recommendations for building a comprehensive prevention program. Evidence-based risk assessment, prevention and management, and education and training are all central components. Regular reassessment and adjustment is required. Included reviews (n = 33) were grouped into five main categories: violence toward nurses (n = 10); violence toward healthcare workers in general (n = 8); violence in the emergency department (n = 5); violence related to mental health (n = 5); and measurement related to workplace violence (n = 5). Multicomponent interventions were often more effective than those applied in isolation. We found consistent support for certain strategies including education and training, post-incident debriefing, multidisciplinary rapid response teams, and environmental modifications; however, the strength of evidence and certainty of conclusions were limited across reviews. This scoping review found that strong leadership that cultivates and enforces a culture of inclusivity, support, and respect is a prerequisite for a successful workplace violence prevention program. Rigorous comparative effectiveness research testing interventions are needed.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.037
metaresearch head score (Gemma)0.167
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.037
Threshold uncertainty score0.197

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0370.167
Meta-epidemiology (narrow)0.0030.003
Meta-epidemiology (broad)0.0100.011
Bibliometrics0.0370.034
Science and technology studies0.0020.002
Scholarly communication0.0060.007
Open science0.0040.005
Research integrity0.0040.003
Insufficient payload (model declined to judge)0.0040.001

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.

Opus teacher head0.128
GPT teacher head0.390
Teacher spread0.263 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview

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".

Quick stats

Citations0
Published2022
Admission routes1
Has abstractyes

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