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Record W7125985159 · doi:10.5281/zenodo.18402679

Knowledge, Attitude, and Practice of Basic Life Support (BLS) among the Students of Quest International University: A Cross-Sectional Study from Ipoh, Perak, Malaysia

2025· article· W7125985159 on OpenAlexaff
Juliet Sera Nekesa Othieno

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typearticle
Language
FieldMedicine
TopicCardiac Arrest and Resuscitation
Canadian institutionsQuest University Canada
Fundersnot available
KeywordsBasic life supportEthnic groupNationalityIntervention (counseling)Descriptive researchComputer-assisted web interviewingLife Support Care

Abstract

fetched live from OpenAlex

ABSTRACT Introduction: Basic Life Support (BLS) is a fundamental component of emergency medical care for maintaining airway patency, supporting ventilation, and preserving circulation during respiratory or cardiac arrest. Poor survival rates are strongly associated with delays in recognition of symptoms, low-quality CPR and defibrillation, showing the urgency of early intervention at the community and healthcare-provider levels. The present study aimed to evaluate students' knowledge, attitudes, and practices related to Basic Life Support, to identify gaps to strengthen BLS education and training. Methods: This cross-sectional descriptive study was conducted from January 2025 to May 2025. A structured questionnaire was distributed online via Google Forms, where 179 respondents participated. Results: Females had a higher proportion of fair knowledge than males. Ethnicity and religion showed significant associations with attitude level. Nationality and ethnicity were significantly associated with practice level, with Malaysian participants and certain ethnic groups demonstrating better practice patterns. Conclusion: The present study highlights important knowledge and practical application gaps in Basic Life Support (BLS), despite participants' overall positive attitude. The predominance of poor-to-fair knowledge levels and suboptimal practice patterns underscores a critical disconnect between awareness and competency. Keywords Cardiac failure, emergency, knowledge, respiratory failure, training,

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)0.001
metaresearch head score (Gemma)0.001
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
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 head0.026
GPT teacher head0.323
Teacher spread0.298 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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Same venueZenodo (CERN European Organization for Nuclear Research)→Same topicCardiac Arrest and Resuscitation→French-language works237,207→