MétaCan
Menu
Back to cohort
Record W4401829169 · doi:10.1002/jgf2.711

How is primary care nursing embedded in nursing undergraduate curricula: A mixed‐method study from four countries

2024· article· en· W4401829169 on OpenAlexaboutno aff
Mayumi Kako, Elizabeth Halcomb, Mariko Mizukawa, Michiko Moriayama

Bibliographic record

VenueJournal of General and Family Medicine · 2024
Typearticle
Languageen
FieldNursing
TopicNursing education and management
Canadian institutionsnot available
FundersJapan Society for the Promotion of Science
KeywordsCurriculumNursingMedicineNurse educationWorkforceInclusion (mineral)Context (archaeology)Team nursingPsychologyPedagogyPolitical science

Abstract

fetched live from OpenAlex

Abstract Introduction Given the increase in the primary care nursing workforce and the need to further grow nursing roles in the community understanding how this is included in undergraduate education is important. This study aimed to explore the inclusion of primary care in the undergraduate nursing education curriculum of four countries. Method A mixed‐method design was employed to obtain a broader context of primary care nursing in nursing education and teaching approaches relating to primary care nursing. Subsequently, Australia, Canada, Spain, and Ireland were selected for this study because primary healthcare systems are established as a part of their healthcare system. Results In total, 136 nursing faculties (40 in Australia, 35 in Canada, 46 in Spain, and 15 in Ireland) were invited to participate in this study. Of these, 27 responses were obtained (19.8% response rate). Following the survey phase, in‐depth interviews were conducted with 13 participants. The results indicated that the highest number was coded within the theme of “Understanding of PHC in the curriculum” ( n = 108). The second highest number ( n = 87) was within the theme of “Interpretation differences of PHC in curriculum,” and the third highest ( n = 31) was coded within “Policy impact on health by national government and others.” Conclusion The results emphasized the ambiguity of primary care within the undergraduate nursing curriculum and that interpretation and implementation into the curriculum largely depended on the school's intentions.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.766
Threshold uncertainty score0.692

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.028
GPT teacher head0.350
Teacher spread0.322 · 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 designOther design
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
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueJournal of General and Family MedicineSame topicNursing education and managementFrench-language works237,207