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Record W2938862217 · doi:10.1097/jfn.0000000000000242

The Acceptability and Feasibility of Implementing an Online Educational Intervention With Nurses in a Provincial Prison Context

2019· article· en· W2938862217 on OpenAlex

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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Forensic Nursing · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicCriminal Justice and Corrections Analysis
Canadian institutionsSt. Lawrence CollegeMinistry of Community Safety and Correctional ServicesUniversity Health NetworkToronto Metropolitan UniversityUniversity of TorontoGovernment of OntarioUniversity of OttawaQueen's University
Fundersnot available
KeywordsPrisonIntervention (counseling)Context (archaeology)Forensic nursingMedical educationNursingMedicinePsychologyMedical emergencyPoison control

Abstract

fetched live from OpenAlex

BACKGROUND: Correctional nursing requires a strong knowledge base with access to continuing education (CE) to maintain and enhance competencies. Nurses working in provincial prisons have reported many challenges in accessing CE, with online learning being identified as a potential solution. Limited research was found, however, which examined the correctional context in the development and delivery of online learning for nurses. The purpose of this study was to develop an online educational intervention tailored to correctional nurses and determine the feasibility and acceptability of implementing the intervention in a provincial prison context. METHODS: A sequential mixed methods study was conducted. Participants included nurses from three correctional settings in the province of Ontario, Canada. Semistructured interviews examined contextual factors and educational needs. Delphi surveys determined the educational topic. Preintervention and postintervention questionnaires examined the context, educational content, and intervention's acceptability and feasibility. RESULTS: The online intervention focused on mental health and addictions with two 30-minute webinars delivered back-to-back over 15 weeks. Respondents expressed satisfaction with the convenience of online learning at work using short webinars, as well as the topics, relevance of information, and teaching materials, but dissatisfaction with presentation style. The feasibility of the intervention was limited by access to technology, time to attend, education space, and comfort with technology. DISCUSSION: The findings from this study provide insight to guide the future development of online CE for correctional nurses. If changes are made within correctional facilities in collaboration with nurses and managers, online learning holds the potential to facilitate access to ongoing professional development.

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)0.001
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: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.728
Threshold uncertainty score0.913

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 head0.035
GPT teacher head0.392
Teacher spread0.357 · 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