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Record W2159024401 · doi:10.1111/jan.12730

Nursing students' understanding and enactment of resilience: a grounded theory study

2015· article· en· W2159024401 on OpenAlexafffundabout
Andrew Thomas Reyes, Mary‐Anne Andrusyszyn, Carroll Iwasiw, Cheryl Forchuk, Yolanda Babenko‐Mould

Bibliographic record

VenueJournal of Advanced Nursing · 2015
Typearticle
Languageen
FieldPsychology
TopicResilience and Mental Health
Canadian institutionsWestern UniversityYork University
FundersRegistered Nurses’ Foundation of Ontario
KeywordsGrounded theoryNursing theoryResilience (materials science)NursingPsychologyMEDLINEQualitative researchMedicineSociologyPolitical science

Abstract

fetched live from OpenAlex

AIM: The aim of this study was to explore nursing students' understanding and enactment of resilience. BACKGROUND: Stress is considered to be a major factor affecting the health, well-being and academic performance of nursing students. Resilience has been extensively researched as a process that allows individuals to successfully adapt to adversity and develop positive outcomes as a result. However, relatively little is known about the resilience of nursing students. DESIGN: A constructivist, grounded theory qualitative design was used for this study. METHOD: In-depth individual interviews were conducted with 38 nursing students enrolled in a four-year, integrated baccalaureate nursing degree programme at a university in Ontario, Canada. Face-to-face interviews were conducted from January to April 2012 using a semi-structured interview guide. FINDINGS: The basic social process of 'pushing through' emerged as nursing students' understanding and enactment of resilience. Participants employed this process to withstand challenges in their academic lives. This process was comprised of three main phases: 'stepping into', 'staying the course' and 'acknowledging'. 'Pushing through' also included a transient 'disengaging' process where students were temporarily unable to push through their adversities. The process of 'pushing through' was based on a progressive trajectory, which implied that nursing students enacted the process to make progress in their academic lives and to attain goals. CONCLUSION: Study findings provide important evidence for understanding the phenomenon of resilience as a dynamic, contextual process that can be learnt and developed, rather than a static trait or personality characteristic.

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)0.001
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.609
Threshold uncertainty score0.457

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
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 head0.075
GPT teacher head0.476
Teacher spread0.401 · 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 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

Citations89
Published2015
Admission routes3
Has abstractyes

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