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Record W4408254841 · doi:10.29333/ajqr/16033

Against the Current: Lived Experiences of Nursing Educators with Concept-Based Curriculum in Canada

2025· article· en· W4408254841 on OpenAlexafffundabout
Khaldoun Aldiabat, Mohamad Musa, Mamdouh M. Shubair, Sumarno Adi Subrata, Karen Kennedy, Kimberley Lamarche

Bibliographic record

VenueAmerican Journal of Qualitative Research · 2025
Typearticle
Languageen
FieldNursing
TopicNursing Education, Practice, and Leadership
Canadian institutionsUniversity of Northern British ColumbiaCape Breton University
FundersCape Breton University
KeywordsCurriculumCurrent (fluid)NursingPedagogyPsychologyMedical educationMedicineSociologyEngineeringElectrical engineering

Abstract

fetched live from OpenAlex

Reforming nursing education from a content-heavy, traditional teaching style to a concept-based one has become necessary to meet the constant change in the health care system. However, in general, no studies have been conducted on the lived experiences of faculty members and educators in Canada after years of implementing the concept-based curriculum (CBC). This qualitative phenomenological study aimed to uncover the meaning of the lived experiences of the faculty members and educators after seven years of reforming the nursing curriculum to a concept-based one. Giorgi's phenomenological descriptive method was used to collect data using semi-structured interviews with three doctoral-prepared faculty members and two master-prepared educators who teach in the undergraduate nursing program at Cape Breton University, Canada. The recorded data was transcribed verbatim and analyzed and synthesized using Giorgi's five data analysis steps. The findings of this study revealed that the nursing educators indicated they had challenging experiences teaching CBC. The major General Structural Descriptions (GSD) that emerged were Rowing Against the Current and Save Us Before We All Drown. The findings were discussed and conceptualized within the relevant literature. This study highlights the challenges nursing educators face when implementing a CBC, including resistance from students and colleagues, increased workload, and concerns about graduate quality. Therefore, a gradual introduction of CBC is recommended, which will help ease the transition for students and educators. Building supportive substructures is also crucial to handle the increased demands and pressures.

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)0.004
metaresearch head score (Gemma)0.011
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 score0.112
Threshold uncertainty score0.451

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0270.013
Scholarly communication0.0080.002
Open science0.0020.009
Research integrity0.0010.004
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 head0.139
GPT teacher head0.526
Teacher spread0.388 · 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

Citations1
Published2025
Admission routes3
Has abstractyes

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Same venueAmerican Journal of Qualitative ResearchSame topicNursing Education, Practice, and LeadershipFrench-language works237,207