MétaCan
Menu
Back to cohort
Record W1558666050 · doi:10.1111/jcap.12091

Improving the Culture of Safety on a High‐Acuity Inpatient Child/Adolescent Psychiatric Unit by Mindfulness‐Based Stress Reduction Training of Staff

2014· article· en· W1558666050 on OpenAlexaboutno aff
Ilze S. Hallman, Nancy O’Connor, Susan M. Hasenau, Stephanie Brady

Bibliographic record

VenueJournal of Child and Adolescent Psychiatric Nursing · 2014
Typearticle
Languageen
FieldHealth Professions
TopicHealthcare professionals’ stress and burnout
Canadian institutionsnot available
Fundersnot available
KeywordsMindfulnessMindfulness-based stress reductionMedicineStaffingPerceived Stress ScaleUnit (ring theory)Stress reductionNursingStress (linguistics)Clinical psychologyPsychiatryPsychology

Abstract

fetched live from OpenAlex

PROBLEM: The purpose of this study was to reduce perceived levels of interprofessional staff stress and to improve patient and staff safety by implementing a brief mindfulness-based stress reduction (MBSR) training program on a high-acuity psychiatric inpatient unit. METHODS: A one-group repeated measure design was utilized to measure the impact of the (MBSR) training program on staff stress and safety immediately post-training and at 2 months. Two instruments were utilized in the study: the Toronto Mindfulness Scale and the Perceived Stress Scale. FINDINGS: The MBSR program reduced staff stress across the 2-month post-training period and increased staff mindfulness immediately following the brief training period of 8 days, and across the 2-month post-training period. A trend toward positive impact on patient and staff safety was also seen in a decreased number of staff call-ins, decreased need for 1:1 staffing episodes, and decreased restraint use 2 months following the training period. CONCLUSIONS: A brief MBSR training program offered to an interprofessional staff of a high-acuity inpatient adolescent psychiatric unit was effective in decreasing their stress, increasing their mindfulness, and improving staff and patient safety.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.021
GPT teacher head0.336
Teacher spread0.315 · 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 designNon-randomized trial
Domainnot available
GenreEmpirical

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

Citations39
Published2014
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Child and Adolescent Psychiatric NursingSame topicHealthcare professionals’ stress and burnoutFrench-language works237,207