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Record W2163641611 · doi:10.5430/jnep.v4n4p151

Emerging from the darkness and stepping into the light: Implementing an understanding of the experience of nurse addiction into nursing education

2014· article· en· W2163641611 on OpenAlexvenueno aff
Karen Burton

Bibliographic record

VenueJournal of Nursing Education and Practice · 2014
Typearticle
Languageen
FieldHealth Professions
TopicHealthcare professionals’ stress and burnout
Canadian institutionsnot available
Fundersnot available
KeywordsAddictionNursingShameQualitative researchNurse educationDysfunctional familyCoping (psychology)PsychologyMedicinePsychiatrySocial psychology

Abstract

fetched live from OpenAlex

Abuse of drugs and alcohol occurs across all cultures, generations, and occupations, including nursing. Nurse addiction is a topic of serious concern that is often dismissed or ignored in the profession. Impaired nurses can become dysfunctional in their ability to provide safe, appropriate patient care. This qualitative study explored the lived experience of nurses who have been addicted to substances. Knowledge of this phenomenon may help guide nurses, nurse educators, and nursing students more accurately understand the reality of substance use disorder in the profession. In this qualitative study, 14 nurse addicts in recovery were interviewed about their experiences and risk perceptions. Analysis was conducted through coding, the identification of meanings and themes, and the use of qualitative research software. Five themes were identified from the study: (a) Fear was a significant part of the experience of being a nurse who was addicted; (b) Shame and guilt were felt by nurses who were addicted; (c) Poor coping: Addicted nurses reported having underdeveloped coping skills; (d) Control: Addicted nurses felt an increased need to control their environments; and (e) A core problem inherent in nurses who were addicted was a belief that addiction would never happen to them. Discussion of the five identified themes was followed by a discussion about addiction risk, prevention, and suggestions for application in nursing education. Participants discussed their experience with nurse addiction in their nursing education experiences and offered suggestions for more effective ways to teach the subject in nursing school. Implications for nursing education were then discussed, including using peer educators, namely, recovering nurse addicts, as teachers of this subject. Implications for nurses globally are presented. Finally, the overall theme identified was that addicted nurses often felt misunderstood and judged, and they desired to be accepted among others in the profession.

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)0.030
metaresearch head score (Gemma)0.028
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 score0.030
Threshold uncertainty score0.157

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0300.028
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0200.040
Scholarly communication0.0130.020
Open science0.0040.021
Research integrity0.0050.012
Insufficient payload (model declined to judge)0.0020.000

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 head0.124
GPT teacher head0.531
Teacher spread0.407 · 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

Citations9
Published2014
Admission routes1
Has abstractyes

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