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Record W4307054490 · doi:10.1093/pch/pxac100.075

76 Understanding practice change around intermittent versus continuous pulse oximetry in infants hospitalized with bronchiolitis: a multi-centre qualitative study

2022· article· en· W4307054490 on OpenAlexaffabout
Brie Yama, Gita Wahi, Kim Zhou, P Bayliss, Mahmoud Sakran, Karen Breen‐Reid, Catherine Pound, Carolyn E Beck, Jeremy Friedman, Dana Arafeh, Ronik Kanani, Patricia C. Parkin, Sanjay Mahant

Bibliographic record

VenuePaediatrics & Child Health · 2022
Typearticle
Languageen
FieldMedicine
TopicChronic Obstructive Pulmonary Disease (COPD) Research
Canadian institutionsHospital for Sick ChildrenLakeridge HealthTrillium Health CentreMcMaster UniversitySickKids FoundationUniversity of Toronto
Fundersnot available
KeywordsBronchiolitisMedicinePulse oximetryThematic analysisQualitative researchHealth careNursingIntensive care medicineFamily medicinePsychiatryRespiratory system

Abstract

fetched live from OpenAlex

Abstract Background Bronchiolitis is the most common reason for hospitalization in infants and is cumulatively costly for the healthcare system. Trial evidence and national guidelines support the routine use of intermittent pulse oximetry in stabilized (no oxygen supplementation) infants with bronchiolitis. However, continuous pulse oximetry use is common. Objectives To understand the barriers and facilitators important to de-implementing continuous pulse oximetry and implementing intermittent pulse oximetry in stabilized infants hospitalized with bronchiolitis. Design/Methods From December 2018 to January 2020, participants were recruited from six Ontario hospitals (3 community and 3 paediatric hospitals) in a multi-centre qualitative study. Focus groups were conducted with staff paediatricians, paediatric residents, nurses, and respiratory therapists. Interviews were conducted with caregivers of infants recently hospitalized with bronchiolitis. Participants' beliefs, attitudes, and experiences related to pulse oximetry use in bronchiolitis management were explored. Recordings were transcribed and analyzed using thematic analysis via NVivo software to understand barriers and facilitators to practice change. These were then mapped to the domains and the constructs of the Consolidated Framework for Implementation Research (CFIR). Results 67 individuals from six hospitals participated. Themes relevant to understanding barriers and facilitators to de-implementing continuous and implementing intermittent monitoring were identified. Healthcare professionals emphasized the importance of identifying and understanding who is responsible for bedside monitoring practice (physician vs. nurses). Clinical experience, knowledge of guidelines (international and local practice), importance relative to competing priorities, and the tensions amongst team members due to practice variation all influenced monitoring practice. Nurses held beliefs around the advantages of intermittent monitoring (e.g., reduced alarm fatigue, facilitation of timely discharges and reduced workload). Clinicians identified ways to clarify indications for ongoing continuous monitoring (e.g., based on clinical risk factors such as medical complexity, prematurity, and age), vs. indications to transition to intermittent monitoring (e.g., established oral feeding, sleeping without desaturations, and off supplemental oxygen). Caregivers did not express a clear preference for monitoring type, but described the stress of having a child admitted to hospital with an emphasis on the need for clear communication around the interpretation of monitors, management decisions, and care transitions. Conclusion In this multi-centre qualitative study of clinicians and caregivers, we identified barriers and facilitators that are important to de-implementing continuous monitoring and implementing intermittent monitoring. Understanding professional roles, clarity around local practice standards and supporting families' understanding of pulse oximetry monitoring practices are essential for practice change.

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)0.019
metaresearch head score (Gemma)0.030
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.019
Threshold uncertainty score0.103

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.030
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0060.006
Scholarly communication0.0040.003
Open science0.0020.005
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.066
GPT teacher head0.381
Teacher spread0.315 · 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 designQualitative
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".

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Citations0
Published2022
Admission routes2
Has abstractyes

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