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Record W4381988178 · doi:10.21037/jphe-23-2

Restaurant-associated foodborne illness outbreaks in the United States: an epidemiological assessment comparing outbreak occurrence and density before [2000–2019] and during [2020] the COVID-19 pandemic

2023· article· en· W4381988178 on OpenAlexaff
Chloe K. Stewart, Rachel D. Freid, Rebecca K. Brewster, Emma Q. Sutherland, Elizabeth A. Best, M. Anthony Cappello

Bibliographic record

VenueJournal of Public Health and Emergency · 2023
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicFood Safety and Hygiene
Canadian institutionsStantec (Canada)
Fundersnot available
KeywordsOutbreakPandemicCoronavirus disease 2019 (COVID-19)Epidemiology2019-20 coronavirus outbreakEnvironmental healthSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)GeographyMedicineVirologyDiseaseInfectious disease (medical specialty)

Abstract

fetched live from OpenAlex

Background: Dining experiences and safety protocols at restaurants changed during the COVID-19 pandemic as efforts were made to decrease SARS-CoV-2 transmission. This retrospective observational study evaluated trends in foodborne illness outbreaks associated with restaurant dining prior to and during the COVID-19 pandemic in the United States (US) to assess whether COVID-19-specific risk mitigation strategies may have had a potential effect on foodborne enteric illness outbreaks. Using key concepts learned from the data, this study provides recommendations for hazard control and risk mitigation. Methods: Publicly available data from the Center for Disease Control and Prevention’s National Outbreak Reporting System database were collected on foodborne illness outbreaks associated with restaurant dining from 2000 through 2020. The number of outbreaks and number of cases per outbreak were summarized by year, month, etiology, and suspected exposure setting origin. A Wilcoxon Rank Sum test and a one sample t-test were used to assess for differences in the crude number of restaurant-associated foodborne illness cases and outbreaks (i.e., occurrence) and the number of restaurant-associated foodborne illness cases per outbreak (i.e., density) prior to and during the COVID-19 pandemic, respectively. Results: Approximately 45% of 4,637 foodborne outbreaks were associated with exposure at a restaurant between 2000 and 2020. Overall, there was a 49% decrease in the average number of outbreaks per year in 2020 compared to 2000 through 2019 and a statistically significant decrease in the occurrence of restaurant-associated outbreaks per year in 2020 compared to the 20 years prior was observed (P<0.001). However, there was no statistically significant difference in the density, defined as the number of illnesses per restaurant-associated foodborne illness outbreak, between 2000 and 2019 when compared to 2020 (P=0.439). Conclusions: The findings of this study suggest that increased infection prevention practices specific to COVID-19 may be potentially effective in minimizing the number of enteric illness outbreaks, but they may not be as effective at reducing the density of outbreaks. Establishing multilayered infection control plans that incorporate three well-established frameworks: Hazard Analysis and Critical Control Points (HACCP), the chain of infection, and the National Institute for Occupational Safety and Health hierarchy of controls, may help restaurants more holistically prepare for and respond to future outbreaks or pandemics.

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)0.009
metaresearch head score (Gemma)0.001
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 score0.079
Threshold uncertainty score0.710

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
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 head0.153
GPT teacher head0.367
Teacher spread0.214 · 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
Published2023
Admission routes1
Has abstractyes

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