MétaCan
Menu
Back to cohort

Patient safety: nursing students' perspectives and the role of nursing education to provide safe care

2011· article· en· W1580859656 on OpenAlexaff
Mojtaba Vaismoradi, Mahvash Salsali, Patrícia Marck

Bibliographic record

VenueInternational Nursing Review · 2011
Typearticle
Languageen
FieldHealth Professions
TopicPatient Safety and Medication Errors
Canadian institutionsUniversity of Alberta
FundersTehran University of Medical Sciences and Health ServicesEuropean CommissionUniversity of Oxford
KeywordsNursingPatient safetyCurriculumNurse educationMedicineHealth carePsychologyMedical educationPedagogy

Abstract

fetched live from OpenAlex

BACKGROUND AND AIM: Nurses as the largest group of healthcare providers are in the best position to improve patient safety. In preparing future nurses, nurse educators have an important role in developing the knowledge, skills and attitudes among nursing students related to patient safety. The aim of this study was to explore Iranian nursing students' perspectives regarding patient safety and the role of nursing education in developing their capabilities to provide safe care. METHODS: A purposeful sampling strategy was used to recruit 17 junior and senior nursing students for qualitative, semi-structured interviews. Content analysis of the interview transcripts was conducted to identify several relevant themes. FINDINGS: Three main themes emerged from the data analysis: 'safety as patient comfort', 'not being knowledgeable or experienced enough' and 'being helped to internalise the principles and values of patient safety'. The third theme consisted of two categories: 'adopting a humanistic approach towards patients' and 'practising conscientiously in the workplace'. CONCLUSION: The present study adds insights on how nursing students understand and may be helped to internalise concepts of patient safety within their practice. Nursing education curriculum designers need to go beyond theoretical concepts of patient safety education and devise strategies to increase the application of safety knowledge and competencies in nursing practice.

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)0.005
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.025

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.002
Scholarly communication0.0030.002
Open science0.0000.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.046
GPT teacher head0.459
Teacher spread0.413 · 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 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

Citations174
Published2011
Admission routes1
Has abstractyes

Explore more

Same venueInternational Nursing ReviewSame topicPatient Safety and Medication ErrorsFrench-language works237,207