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Record W4408772892 · doi:10.32920/28646120.v1

Improving a Culture of Knowledge Transfer in a School of Nursing

2025· preprint· en· W4408772892 on OpenAlex
Margareth Santos Zanchetta, Kateryna Metersky, Bridget Miller, Danielle Strachan, Elena Blackwood

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldPsychology
TopicHuman Resource Development and Performance Evaluation
Canadian institutionsnot available
Fundersnot available
KeywordsKnowledge transferNursingPsychologyBusinessMedicineKnowledge managementComputer science

Abstract

fetched live from OpenAlex

<p><strong>Introduction:</strong> A series of 19 unfunded knowledge transfer hands-on workshops were implemented (2017–2019) and delivered by 22 facilitators from disciplines of nursing, business, communication, plastic arts, engineering, and community studies. The purpose of this paper is to report on the post-appraisal of the workshops’ implementation; uncovering the attendees’ new ideas and reflections on the content; and the process of expanding knowledge for practice.</p> <p><strong>Methods:</strong> The qualitative program evaluation approach, using the standards of utility, feasibility, accuracy, and propriety of a given program, inspired the design of the immediate appraisal of the workshops delivered within a Canadian school of nursing located in a major urban center. Workshop participants (<em>n</em> = 267) included undergraduate and graduate nursing students, contract instructors, and nurses holding administrative positions.</p> <p><strong>Results:</strong> Workshops with high attendance included: (a) Structuring Effective Teaching-Learning Encounters in Healthcare Education and Practice; (b) Cancer Pain; (c) Fetal Health Surveillance; and (d) Nurses as Educators in the Clinical Setting. Concerns were raised by the attendees’ low attendance to the following workshops: (a) Mindfulness for Students; (b) Horizontal Violence; and (d) Self-Care for Nursing Students: Alleviating Anxiety. Workshops offered opportunities for attendees to reflect on content and process as related to their future incorporation of learned knowledge in their own education and practice.</p> <p><strong>Conclusions:</strong> High engagement in hands-on exercises, spontaneous construction of context, and relaxed moments shared by the attendees indicate a promising culture of sharing and receiving knowledge. A culture of collective, pleasurable learning among attendees was effective in mobilizing powerful forms of nursing knowledge.</p>

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.810
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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)0.0030.000

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 head0.057
GPT teacher head0.391
Teacher spread0.334 · 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