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Record W116276777

Using a Delphi technique to develop infection control competencies for new graduates in Australia and Taiwan

2009· article· en· W116276777 on OpenAlexaboutno aff
Limei Liu, Janette Curtis, Patrick A Crookes

Bibliographic record

VenueResearch Online (University of Wollongong) · 2009
Typearticle
Languageen
FieldMedicine
TopicInfection Control in Healthcare
Canadian institutionsnot available
Fundersnot available
KeywordsDelphi methodDelphiControl (management)BusinessMedical educationComputer scienceMedicineArtificial intelligence
DOInot available

Abstract

fetched live from OpenAlex

The aim of this study is to establish the essential infection control competencies required for newly graduating nurses in Australia and Taiwan by using a modify Delphi technique. One hundred and twenty-two participants from clinical and educational backgrounds in both countries were invited to participate in the study. A questionnaire outlining possible areas of competency, based on a similar study in Canada was developed for the Delphi survey. Participants were asked to indicate how highly they rated each competency area using a 5 point likert scale, in terms of their applicability and importance for newly graduating nurses. An expert reference group helped to validate the original questionnaire. Respondents were also asked to identify any gaps in the competencies outlined in the questionnaire. Quantitative data were analyzed using SPSS 15.0 and qualitative data collected were content analyzed with similar items combined into themes. This research was approved by the Human Research Ethics Committee at the University of Wollongong prior to the commencement of any data collection. In the first round, 93 experts returned completed questionnaires. The first round data demonstrated that 71% items were successful in reaching the majority of agreement. Items that had not achieved consensus and additional items identified by the Delphi panellists from the first round were included in a second round in November 2008. Participants were asked to use the same rating system. It is envisaged that after completing two rounds of this survey, we will have obtained a consensus of expert opinion on essential infection control competencies for newly graduating nurses in Australia and Taiwan. The results of this study are expected to make a contribution to future curriculum planning in nursing programmes as well as improve Infection Control standards in health facilities in Australia and Taiwan, with obvious benefits for patients and society more generally.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.458
Threshold uncertainty score0.992

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
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 head0.222
GPT teacher head0.444
Teacher spread0.222 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations1
Published2009
Admission routes1
Has abstractyes

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