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Record W2952665371 · doi:10.5539/gjhs.v11n7p53

Record-Keeping: A Qualitative Exploration of Challenges Experienced by Undergraduate Nursing Students in Selected Clinical Settings

2019· article· en· W2952665371 on OpenAlexvenueno aff
Emmely Muyakui, Vistolina Nuuyoma, Hans Justus Amukugo

Bibliographic record

VenueGlobal Journal of Health Science · 2019
Typearticle
Languageen
FieldNursing
TopicNursing Diagnosis and Documentation
Canadian institutionsnot available
Fundersnot available
KeywordsNursingQualitative researchFocus groupNursing practiceRecord keepingClinical PracticeMedicineNurse educationMedical educationQualitative propertyPsychologySociology

Abstract

fetched live from OpenAlex

Good nursing practice requires detailed record-keeping, which should be timely, comprehensive and accurate. Undergraduate nursing students experience challenges with record-keeping. As a result, a phenomenal qualitative study aimed at exploring and describing the record-keeping challenges experienced by undergraduate nursing students was carried out in one of the northern-eastern regions, Namibia. The data were collected through three focus-group discussions with 23 second-year degree nursing students. It became evident that nursing students experienced challenges with record-keeping in clinical practice, as evidenced by the three themes: theory-practice gap, health system-related challenges and hospital staff-related challenges. This study has implications for nurse educators in terms of promoting uniformity and good record-keeping practices in clinical settings.

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)0.005
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.406
Threshold uncertainty score0.476

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.002
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 head0.086
GPT teacher head0.505
Teacher spread0.419 · 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

Citations4
Published2019
Admission routes1
Has abstractyes

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