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Record W7115935798 · doi:10.28984/cnpj.v4i1.460

Advanced Practice Nurses’ Experiences in Sustaining Practice During a Prolonged Global Crisis

2024· article· W7115935798 on OpenAlexfundno aff

Bibliographic record

VenueCanadian Nurse Practitioner Journal · 2024
Typearticle
Language
FieldHealth Professions
TopicNursing Roles and Practices
Canadian institutionsnot available
FundersAthabasca University
KeywordsFeelingClinical PracticeCoping (psychology)NarrativeQualitative researchPandemicPractice nurseHealth care

Abstract

fetched live from OpenAlex

Abstract Aim: To understand advanced practice nurses’ experiences during the COVID-19 pandemic and identify strategies that may support their coping and wellbeing while sustaining clinical practice. Background: Advanced practice nurses are registered nurses with graduate level education who provide essential care to individuals, families and communities across the globe. Nurse practitioners, clinical nurse specialists and other designations are part of the broader Advanced Practice Nurse population. The COVID-19 pandemic provided a unique opportunity to study their coping, wellbeing and practice sustainability. Methods: Qualitative description was used to analyze narrative responses to questions administered within a survey circulated at two points of time within the COVID-19 pandemic. Findings: Supports and opportunities provided by practice settings and employers were found to be helpful in the early months of the pandemic. However, beyond six months of global crisis response advanced practice nurses began to identify more closely with supports external to the work team and practice setting. These included time with others, meditation, mindfulness, hiking, yoga and time off. Some maladaptive behaviours, including increased alcohol use, were also identified during phase two (late pandemic) data collection. Experiences of support from employers and colleagues were variable and may have been linked to pre-existing conditions in the employee/workplace relationship. Conclusion: Advanced practice nurse coping, wellbeing and clinical practice benefitted from in-workplace supports such as information sharing, team activities, relationships with colleagues and feeling supported by employers in the early phases of a system crisis. In later phases external supports and time away from the practice setting were described as being more helpful. This work suggests there is a tipping point where approaches to supporting advanced practice nursing professionals in a prolonged crisis should move from workplace initiatives to activities external to the practice setting.

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)0.006
metaresearch head score (Gemma)0.012
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 score0.994
Threshold uncertainty score0.029

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0060.006
Scholarly communication0.0040.003
Open science0.0010.007
Research integrity0.0020.003
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 head0.021
GPT teacher head0.404
Teacher spread0.384 · 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

Citations0
Published2024
Admission routes1
Has abstractyes

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