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Record W4413924918 · doi:10.1371/journal.pgph.0005126

Awareness, knowledge, and attitude towards basic life support among healthcare professional students in Bangladesh

2025· article· en· W4413924918 on OpenAlexaff
Sohel Ahmed, Mohammad Jahirul Islam, Khandaker Md Kamrul Islam, Jalal Uddin, Farhana Khandoker, Tazveen Fariha, Progya Laboni Tina, Nahida Zafrin, Tofajjal Hossain, Md. Zamilur Rahman, Md. Zahidul Islam, Muhammad Hezbullah

Bibliographic record

VenuePLOS Global Public Health · 2025
Typearticle
Languageen
FieldMedicine
TopicCardiac Arrest and Resuscitation
Canadian institutionsCentre for Global Health Research
Fundersnot available
KeywordsBasic life supportMedicineHealth careLogistic regressionFamily medicineCross-sectional studyNursingEmergency medicineInternal medicineCardiopulmonary resuscitation

Abstract

fetched live from OpenAlex

A comprehensive understanding of emergency care is an essential skill for all medical students to effectively manage emergency situations. The aim of this study was to evaluate healthcare professional students' understanding of basic life support (BLS) and to identify the factors that influence this knowledge. A Multi-center cross-sectional study was conducted across eight educational institutions in the Dhaka, Jashore, and Sylhet divisions of Bangladesh from January to June 2024, which included final-year medicine, physiotherapy, and nursing students. A total of 486 participants were selected by the convenience sampling method. A bi-variable and multi-variable logistic regression analysis was carried out and the p-value was set at <0.05. In this study, 73.3% of participants had inadequate knowledge in basic component (BC) and 82.5% of participant had inadequate knowledge in individual component (IC) of BLS. Medicine students demonstrated a threefold increased understanding of BLS in its BC (AOR 2.80; 95% CI 1.70-4.61, p = 0.001). Participants who completed the BLS course demonstrated a twofold increase in knowledge of BLS (AOR 2.14; 95% CI 0.82-5.60, p = 0.123) regarding the BC. In contrast, female students demonstrated significantly lower knowledge of the IC of basic life support (AOR 0.56; 95% CI 0.33-0.93, p = 0.025). Medicine students (AOR 2.36; 95% CI 1.25-4.46, p = 0.009) and nursing students (AOR 2.26; 95% CI 1.18-4.32, p = 0.014) exhibited a significantly better understanding of the IC of BLS. Participants who had already taken the BLS course knew four times as much about each part of BLS (AOR 3.98; 95% CI 1.54-10.27, p = 0.004). This research indicates that healthcare professional students in Bangladesh possess insufficient knowledge of BLS. It is crucial for national health policymakers to priorities this finding and implement training programs for students, as well as professionals.

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)0.000
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 score0.060
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
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 head0.037
GPT teacher head0.389
Teacher spread0.351 · 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
Published2025
Admission routes1
Has abstractyes

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