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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 OpenAlex
Khaldoun Aldiabat, Mohamad Musa, Mamdouh M. Shubair, Sumarno Adi Subrata, Karen Kennedy, Kimberley Lamarche

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

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

<i>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 </i><i>using semi-structured interviews </i><i>with</i><i> 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. </i><i>The findings of this study revealed that the nursing educators indicated they had challenging experiences teaching CBC. The major  </i><i>General Structural Descriptions (GSD) </i><i>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. </i>

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.

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)0.004
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.145
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.003
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.139
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