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Record W4321108313 · doi:10.17483/2368-6669.1374

Impact of the COVID-19 Pandemic on Nursing Students’ Clinical Learning Experiences in British Columbia: The Student Perspective

2023· article· en· W4321108313 on OpenAlexaffvenueabout
Krista Sferrazza, Maura MacPhee, Farinaz Havaei, Suzanne Hetzel Campbell

Bibliographic record

VenueQuality Advancement in Nursing Education - Avancées en formation infirmière · 2023
Typearticle
Languageen
FieldPsychology
TopicCOVID-19 and Mental Health
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsNursingPandemicNurse educationPerspective (graphical)Coronavirus disease 2019 (COVID-19)Quality (philosophy)Learning environmentMedicineMedical educationPsychologyScale (ratio)Pedagogy

Abstract

fetched live from OpenAlex

The clinical learning environment is where nursing students gain knowledge, practice skills and become socialized into the nursing profession. Traditionally, in Canada, the clinical learning environment takes place hospital and community settings. The COVID-19 pandemic required quick thinking by nursing faculty to replace on-site clinical hours. Given the quick change-over, there was minimal consideration given to nursing students’ perspectives in the planning stages. This study aimed to investigate nursing students’ experience in the clinical learning environment before and during the COVID-19 pandemic. The perceived quality of students’ learning experiences was assessed using the Clinical Learning Environment, Supervision and Nurse Teacher (CLES+T) Scale (Saarikoski et al., 2008) and open-ended questions to corroborate quantitative findings. Undergraduate baccalaureate nursing students from nine schools of nursing in British Columbia, Canada, completed an online validated survey about their different clinical learning experiences. Paired t-tests were conducted, revealing no statistically significant difference in nursing students’ perceived quality of their experiences before and at the height of the COVID-19 pandemic in March 2020. Quantitative and qualitative findings highlight the importance of the clinical instructor in nursing students’ clinical experiences. Our findings are valuable as nursing faculty continue to navigate opportunities for learning in the clinical learning environment as COVID-19 continues to evolve.

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)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.107
Threshold uncertainty score0.214

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0100.003
Scholarly communication0.0060.001
Open science0.0010.003
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0030.000

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 head0.160
GPT teacher head0.588
Teacher spread0.428 · 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 designQualitative
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

Citations3
Published2023
Admission routes3
Has abstractyes

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