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Record W2047850233 · doi:10.1089/fpd.2012.1283

Knowledge and Awareness of Children's Food Safety Among School-Based Street Food Vendors in Dhaka, Bangladesh

2013· article· en· W2047850233 on OpenAlexaff
Mohammad Al Mamun, Shah Md Mahfuzur Rahman, Tanvir Chowdhury Turin

Bibliographic record

VenueFoodborne Pathogens and Disease · 2013
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicFood Safety and Hygiene
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsEnvironmental healthFood safetyVendorMedicineHygienePersonal hygieneLogistic regressionCross-sectional studyBusinessFamily medicineMarketing

Abstract

fetched live from OpenAlex

We carried out a cross-sectional study to determine the level of knowledge and awareness regarding children's food safety issues among the school-based street food vendors in Dhaka city. A total of 250 school-based street food vendors were interviewed employing a pre-tested structured questionnaire comprising foodborne illness and food hygiene-related questions. We used a scoring system based on the responses obtained from them, and categorized the overall level of knowledge and awareness into "adequate" and "inadequate." Multivariable logistic regression was used to explore the association between selected sociodemographic characteristics and the level of knowledge and awareness. The most common food item vended by school-based street food vendors was chotpoti/fuchka (37.2%). The median number of schoolchildren customers was 120 per vendor per day. All (100%) vendors were male with a mean age of 30.95±8.8 years, and their mean daily income was 131.16±62.54 Bangladeshi Taka (1.97±0.94 USD). Most (40.1%) of the respondents belonged to the age group 25-34 years, and the majority (43.6%) did not have any formal education. More than two-thirds (68%) vendors could not show adequate level of knowledge and awareness of children's food safety issues. The most common source of obtaining food safety information by vendors was electronic media (91.8%). Elderly (≥45 years) vendors were 17.73 times more likely to have adequate level of knowledge and awareness than the vendors belonging to age group 15-24 years (p<0.001; adjusted OR=17.73; 95% CI=4.38-71.73). Individuals who had an education of higher than primary level were 9.87 times more likely to possess adequate level of knowledge and awareness than those who did not have any formal education (p<0.01; adjusted OR=9.87; 95% CI=2.07-46.93). The majority of school-based street food vendors showed an inadequate level of knowledge and awareness of children's food safety issues.

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)0.000
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 score0.022
Threshold uncertainty score0.044

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
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 science0.0000.000
Research integrity0.0000.000
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 head0.012
GPT teacher head0.201
Teacher spread0.189 · 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

Citations52
Published2013
Admission routes1
Has abstractyes

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