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Record W7115895996 · doi:10.28984/cnpj.v5i1.471

Nurse Practitioners and COVID-19: Early Challenges and Future Strategies

2025· article· W7115895996 on OpenAlexaboutno aff

Bibliographic record

VenueCanadian Nurse Practitioner Journal · 2025
Typearticle
Language
FieldHealth Professions
TopicNursing Roles and Practices
Canadian institutionsnot available
Fundersnot available
KeywordsExploratory researchQualitative researchQualitative propertyHealth carePandemicNurse practitionersComputer-assisted web interviewingMultiple Chronic ConditionsChronic disease

Abstract

fetched live from OpenAlex

Aim: To discuss the challenges experienced by nurse practitioners (NPs) caring for individuals with chronic diseases during the early years of COVID-19 pandemic in Newfoundland and Labrador (NL) and to recommend potential strategies that can be utilized in the current practice environment and when planning for future pandemics. Background: Chronic diseases may not have been adequately managed during the early years of the COVID-19 pandemic, even with the increased use of virtual care services. Most literature has focused on identifying the challenges faced by healthcare providers, rather than options for strategies to improve collaboration with individuals and enhance team management of chronic conditions. Methods: In this sequential exploratory mixed methods study, 14 NPs were interviewed in the qualitative phase to identify challenges. Results informed the development of a contextually- relevant survey questionnaire (first integration step). In the quantitative phase, 32 NPs completed the questionnaire. Data collected during the quantitative survey were compared with the qualitative data, the second integration step, to assess how widespread challenges were and to gain further insights for potential strategies to implement in the current practice environment. Findings: In addition to identifying stress and changes to the NP practice environment, key themes related to chronic disease management were identified by the interviewed NPs (qualitative phase) and supported by the surveyed NPs (quantitative phase). These related to reduced access to care (e.g. due to closures or lack of cell service), difficulty diagnosing and managing patients even with virtual care availability (e.g. due to inability to conduct a physical assessments), and inadequacies in patient self-management of their chronic diseases. The NPs agreed with the recommended strategies, at the individual, team, and organizational levels, to address the identified challenges. Conclusion: Numerous strategies, relevant to the identified challenges and the local practice context, are recommended to be used by NPs and other HCPs in caring for individuals with chronic diseases, in the current practice environment and when planning for future pandemics.

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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.659
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0070.001
Scholarly communication0.0010.005
Open science0.0000.000
Research integrity0.0010.005
Insufficient payload (model declined to judge)0.0040.000

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 head0.039
GPT teacher head0.387
Teacher spread0.348 · 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.

Study designNot applicable
Domainnot available
GenreCommentary

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
Published2025
Admission routes1
Has abstractyes

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