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Record W3133335269 · doi:10.5489/cuaj.6986

Knowledge, skills, and confidence among healthcare staff in urinary catheterization

2021· article· en· W3133335269 on OpenAlexvenueno aff
Nikita Bhatt, Niall F. Davis, Hannah Thorman, R.D. Brierly, Judy Scopes

Bibliographic record

VenueCanadian Urological Association Journal · 2021
Typearticle
Languageen
FieldMedicine
TopicUrinary Tract Infections Management
Canadian institutionsnot available
Fundersnot available
KeywordsCatheterMedicineThematic analysisUrinary catheterConfidence intervalHealth careNursingFamily medicineQualitative researchInternal medicineSurgery

Abstract

fetched live from OpenAlex

INTRODUCTION: There is an increasing volume of urology referrals for urinary catheterization (UC). The aim of this study was to determine the confidence and knowledge among healthcare staff on UC. We also assessed their satisfaction with training and support received during catheter education and clinical practice. METHODS: This was a mixed-methods model using an anonymous, online survey circulated among all hospital staff. Weekly reminders were sent, quantitative data was obtained from closed-ended questions, and thematic analysis was performed for qualitative, open-ended questions. RESULTS: The response rate was 26% (n=90/350), from a heterogenous group of doctors and nurses from various specialties and grades in the hospital and community frequently dealing with UC. There was decreasing confidence levels in female UC (54%, n=47/87), three-way catheters (33%, n=29/89), and managing suprapubic catheters (25%, n=21/85). Female UC was reported as the most difficult of catheter insertions (35%, n=31/90). Although 83% (n=74/89) of respondents received catheter education, 53% (n=48/90) felt this was insufficient for clinical practice. Fifty-one percent (n=45/89) believed more support with UC in clinical practice was required and 64% (n=57/89) recommended changes in catheter education. The most common theme identified was the need for ongoing education and more practical supervision in clinical practice. CONCLUSIONS: Catheter training should focus on different types of catheters and management of difficult catheter scenarios. Standardizing safe catheter education during undergraduate training and including this as a part of regular annual or biannual mandatory training for healthcare staff involved in dealing with catheters in clinical practice would be the way forward.

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.020
Threshold uncertainty score0.376

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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 head0.012
GPT teacher head0.258
Teacher spread0.246 · 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 designObservational
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

Citations7
Published2021
Admission routes1
Has abstractyes

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