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Record W2604763488 · doi:10.1097/hcm.0000000000000152

Exploring Canadians’ and Europeans’ Health Care Professionals’ Perception of Biological Risks, Patient Safety, and Professionals’ Safety Practices

2017· article· en· W2604763488 on OpenAlexaffabout
Laurence Bernard, Agnès Bernard, Alain Biron, Mélanie Lavoie‐Tremblay

Bibliographic record

VenueThe Health Care Manager · 2017
Typearticle
Languageen
FieldHealth Professions
TopicDisaster Response and Management
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsThematic analysisHealth careNursingPatient safetyMedicineFocus groupQualitative researchSafety cultureBlameOccupational safety and healthHygieneEnvironmental healthFamily medicineBusinessPolitical scienceSociology

Abstract

fetched live from OpenAlex

Patient safety has become a worldwide concern in relation to infectious diseases (Ebola/severe acute respiratory syndrome/flu). During the pandemic, different sanitary responses were documented between Europe and North America in terms of vaccination and compliance with infection prevention and control measures. The purpose of this study was to explore the health care professionals' perceptions of biological risks, patient safety, and their practices in European and Canadian health care facilities. A qualitative-descriptive design was used to explore the perceptions of biological risks and patient safety practices among health care professionals in 3 different facilities. Interviews (n = 39) were conducted with health care professionals in Canada and Europe. The thematic analysis pinpointed 3 main themes: risk and infectious disease, patient safety, and occupational health and safety. These themes fit within safety cultures described by participants: individual culture, blame culture, and collaborative culture. The preventive terminology used in the European health care facility focuses on hospital hygiene from the perspective of environmental risk (individual culture). In Canadian health care facilities, the focus was on risk management for infection prevention either from a punitive perspective (blame culture) or from a collaborative perspective (collaborative culture). This intercultural dialogue described the contextual realities on different continents regarding the perceptions of health care professionals about risks and infections.

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)0.011
metaresearch head score (Gemma)0.019
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.055
Threshold uncertainty score0.330

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.019
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.003
Science and technology studies0.0170.009
Scholarly communication0.0050.002
Open science0.0010.005
Research integrity0.0020.002
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 head0.257
GPT teacher head0.465
Teacher spread0.208 · 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 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

Citations14
Published2017
Admission routes2
Has abstractyes

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