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Record W4321003855 · doi:10.1371/journal.pone.0281819

A systematic review of the barriers, enablers and strategies to embedding translational research within the public hospital system focusing on nursing and allied health professions

2023· review· en· W4321003855 on OpenAlexaboutno aff
Sophie Smith, George E. Johnson

Bibliographic record

VenuePLoS ONE · 2023
Typereview
Languageen
FieldHealth Professions
TopicHealth Policy Implementation Science
Canadian institutionsnot available
Fundersnot available
KeywordsSystematic reviewOrganizational cultureKnowledge translationTranslational researchNursingMEDLINEScopusMedicineInclusion (mineral)Public healthMedical educationPublic relationsKnowledge managementSociologyPolitical scienceSocial sciencePathology

Abstract

fetched live from OpenAlex

AIM: This systematic review aims to investigate, identify, and compare evidence related to the barriers, enablers, and strategies to embedding translational research within a public hospital system focussed on nursing and allied health disciplines. METHODS: A systematic review looking at the international literature on the barriers, enablers and strategies in embedding translational research within a public health system addressing nursing and allied health professions. The study channelled the PRISMA reporting guidelines for systematic reviews and meta-analyses. Databases searched were Medline, Embase, Scopus and Pubmed from January 2011 to December 2021 (inclusive). A quality assessment was conducted of literature using the mixed methods appraisal tool 2011 version. RESULTS: Thirteen papers met the inclusion criteria. The studies included were from Australia, Saudi Arabia, China, Denmark and Canada. Occupational therapy and physiotherapy were the only two allied health disciplines identified in the search process. The review found considerable inter-relationships between the enablers, barriers, and strategies to embedding research translation in a public hospital setting. Three over-arching themes 'leadership, organisational culture and capabilities' were developed to capture the complexity of factors in embedding translational research. Key subthemes identified were education, knowledge, management, time, workplace culture and resources. All thirteen articles identified that a multifactorial approach is required to embed a research culture and translate research findings into clinical practice. CONCLUSIONS: The themes of leadership, organisational culture and capabilities are inherently intertwined and therefore successful strategies require a whole of health approach with organisational leadership driving the strategy, as changing organisational culture takes time and considerable investment. We recommend that public health organisations, senior executives and policy makers consider the findings of this review to provide evidence to initiate organisational changes to support and help create a research environment to drive research translation within the public sector.

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)0.022
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.097
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0220.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.002
Science and technology studies0.0040.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.002
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 head0.757
GPT teacher head0.658
Teacher spread0.099 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations46
Published2023
Admission routes1
Has abstractyes

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