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Record W4413894872 · doi:10.3396/ijic.v21.23808

Factors associated with healthcare providers’ observance of infection prevention and control measures in acute care settings during the COVID-19 pandemic in Canada

2025· article· en· W4413894872 on OpenAlexafffundabout
N Robertson, Brenda L. Coleman, Curtis Cooper, Joanne M. Langley, Louis Valiquette, Iris Gutmanis, Robyn Harrison, Kevin Katz, Mark Loeb, Shelly McNeil, Matthew Muller, Jeff Powis, Samira Mubareka, Jeya Nadarajah, Marek Smieja, Saranya Arnoldo, Sarah A. Bennett, Allison McGeer

Bibliographic record

VenueInternational journal of infection control · 2025
Typearticle
Languageen
FieldMedicine
TopicInfection Control in Healthcare
Canadian institutionsWilliam Osler Health SystemSt. Joseph’s Healthcare HamiltonToronto East General HospitalDalhousie UniversityHamilton Health SciencesHealth Sciences CentreSunnybrook Health Science CentreSinai Health SystemCentre Hospitalier Universitaire de SherbrookeNorth York General HospitalUniversity of AlbertaUniversity of Ottawa
FundersCanadian Institutes of Health Research
KeywordsMedicinePandemicCoronavirus disease 2019 (COVID-19)Infection controlHealth care2019-20 coronavirus outbreakSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)Control (management)Intensive care medicineMedical emergencyEmergency medicineNursingVirologyInternal medicineInfectious disease (medical specialty)ManagementEconomic growth

Abstract

fetched live from OpenAlex

Background: The spread of severe acute respiratory syndrome (SARS-CoV-2) prompted renewed attention to infection prevention and control (IPC) programs in healthcare settings. Objective: This study aimed to investigate associations between factors derived from a hospital safety climate scale for respiratory diseases and Canadian healthcare providers’ (HCPs) hand hygiene and eye protection practices during the COVID-19 pandemic. Design: Cross-sectional analysis of the COVID-19 Cohort Study (2020–2023) of acute care HCPs providing direct patient care. Results: 100% compliance with Canadian guidelines for the use of eye protection was reported by 73.7%, hand hygiene before entering rooms by 65.3%, and after exiting patient rooms by 81.8% of the 1,361 participants. The adjusted incidence rate ratio (aIRR) for hand hygiene after exiting a patient room was significantly higher for participants who rated organizational support for health and safety higher. The aIRR for the use of eye protection was significantly higher for people who rated their hospital as having fewer job hindrances related to completing their job while using protective equipment and reported higher ratings of their organization’s availability of protective supplies. Discussion: Our data support the association between HCPs’ perception of hospital safety-related organizational factors and the use of eye protection and practice of hand hygiene. These findings also suggest that ease of access impacts the use of eye protection. Conclusions: Although training and making equipment available are necessary, the perception of organizational factors, namely support for health and safety and absence of job hindrances, are important for improving the use of eye protection and hand hygiene.

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)0.002
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 score0.504
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.031
GPT teacher head0.330
Teacher spread0.299 · 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

Citations0
Published2025
Admission routes3
Has abstractyes

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