MétaCan
Menu
Back to cohort
Record W4401007199 · doi:10.5430/jha.v13n2p20

The reality of patient bodily waste management: Nurse perceptions of current practice & staff safety

2024· article· en· W4401007199 on OpenAlexvenueno aff
Debra Harris, Rodney X. Sturdivant, Anupama Kannan

Bibliographic record

VenueJournal of Hospital Administration · 2024
Typearticle
Languageen
FieldMedicine
TopicHealthcare and Environmental Waste Management
Canadian institutionsnot available
Fundersnot available
KeywordsNursingPerceptionNursing staffPatient safetyMedicinePsychologyHealth carePolitical science

Abstract

fetched live from OpenAlex

Objective: The purpose of this study was to evaluate nurse knowledge about the risks of exposure to patient bodily waste, nurse perceptions about procedures and reporting, and current levels of satisfaction with how risks of exposure to patient waste are managed. Patient bodily waste management impacts healthcare workers and healthcare organizations. For nurses and other healthcare workers, the risk of exposure to pathogens can have adverse health effects, increase stress, and reduce satisfaction with their job, potentially leading to issues related to retention. Evidence suggests that proper training and using devices to reduce exposure risks and improve shorter bedside toileting, may reduce stress, and improve work satisfaction. Reducing risk of increased healthcare associated infections of patients and healthcare workers may have a positive impact on the organization with reduced cost of care.Methods: A survey focused on nurses’ knowledge about their risk of exposure, nurse understanding of procedures and incident reporting, and morale and satisfaction with their job was conducted. Results. The findings suggest that there were conflicting responses related to the acknowledgement of risk, reporting incidents, and the use of personal protective equipment.Results: The findings suggest that there were conflicting responses related to the acknowledgement of risk, reporting incidents, and the use of personal protective equipment.Conclusions: Organizations benefit from addressing these concerns to improve morale and satisfaction, nurse retention, healthcare worker dignity, and the quality of patient care.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.880
Threshold uncertainty score0.282

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.018
GPT teacher head0.343
Teacher spread0.326 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designOther design
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

Citations0
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Hospital AdministrationSame topicHealthcare and Environmental Waste ManagementFrench-language works237,207