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Record W3148691861 · doi:10.12968/bjon.2021.30.7.434

Differences in critical thinking skills between nursing students on a fast-track versus traditional 4-year programme

2021· article· en· W3148691861 on OpenAlexaffabout
Khaldoun Aldiabat, Enam Alsrayheen, Catherine Aquino‐Russell, Mohammad Al-Qadire, Omar Al Rawajfah, Sulaiman Al Sabei

Bibliographic record

VenueBritish Journal of Nursing · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicEducation and Critical Thinking Development
Canadian institutionsUniversity of New Brunswick
Fundersnot available
KeywordsBachelorCritical thinkingEconomic shortageMedical educationNursingPsychologyMedicineMathematics education

Abstract

fetched live from OpenAlex

Background: The authors were unable to find studies comparing the critical thinking skills of nursing students on advanced standing programmes (ASP) and on traditional 4-year BN programmes in Canada. The ASP is a condensed Bachelor of Nursing (BN) programme, designed for students who already have a university degree or similar qualification. Aim: To measure and compare the critical thinking skills of ASP students and traditional 4-year BN students. Method: A cross-sectional study using a self-administered questionnaire used to collect data from 100 nursing students at a university in Canada. Data were analysed using descriptive and inferential statistics. All research ethics were taken into consideration. Findings: All participants scored highly in their critical thinking skills. However, ASP students scored significantly higher than their counterparts on the 4-year programme (M=21.6 vs M=18.9, F=4.75, P=0.035). Conclusion: Higher critical thinking skills among ASP nursing students is a promising sign to expand and support this type of programme as a fast and effective method to cover the shortage in nurses.

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)0.002
Version: codex-gemma-dda1882f352aValidation 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 score0.764
Threshold uncertainty score0.711

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.124
GPT teacher head0.421
Teacher spread0.297 · 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

Citations8
Published2021
Admission routes2
Has abstractyes

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