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Record W3143895974 · doi:10.3748/wjg.v27.i12.1213

Risk perception and knowledge of COVID-19 in patients with celiac disease

2021· article· en· W3143895974 on OpenAlexafffund
Jamie Zhen, Juan P. Stefanolo, María de la Paz Temprano, Caroline Seiler, Alberto Caminero, Enrique de‐Madaria, Vivas Santiago, Sonia I. Niveloni, Edgardo Smecuol, Luis Uzcanga Dominguez, Elena Trucco, Virginia López, Carolina Olano, Pasquale Mansueto, Antonio Carroccio, Peter H. Green, Donald R. Duerksen, Andrew S. Day, Jason A. Tye–Din, Julio C. Bai, Carolina Ciacci, Elena F. Verdú, Benjamin Lebwohl, María Inés Pinto-Sánchez

Bibliographic record

VenueWorld Journal of Gastroenterology · 2021
Typearticle
Languageen
FieldMedicine
TopicCeliac Disease Research and Management
Canadian institutionsSt. Boniface Hospital
FundersFondazione CeliachiaBeyond CeliacComunidad de MadridCanadian Association of GastroenterologyCoeliac Australia
KeywordsCoronavirus disease 2019 (COVID-19)Medicine2019-20 coronavirus outbreakDiseaseSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)Coronavirus InfectionsBetacoronavirusInternal medicineGastroenterologyVirologyInfectious disease (medical specialty)Outbreak

Abstract

fetched live from OpenAlex

BACKGROUND: We recently demonstrated that the odds of contracting coronavirus disease 2019 (COVID-19) in patients with celiac disease (CeD) is similar to that of the general population. However, how patients with CeD perceive their COVID-19 risk may differ from their actual risk. AIM: To investigate risk perceptions of contracting COVID-19 in patients with CeD and determine the factors that may influence their perception. METHODS: We distributed a survey throughout 10 countries between March and June 2020 and collected data on demographics, diet, COVID-19 testing, and risk perceptions of COVID-19 in patients with CeD. Participants were recruited through various celiac associations, clinic visits, and social media. Risk perception was assessed by asking individuals whether they believe patients with CeD are at an increased risk of contracting COVID-19 when compared to the general population. Logistic regression was used to determine the influencing factors associated with COVID-19 risk perception, such as age, sex, adherence to a gluten-free diet (GFD), and comorbidities such as cardiac conditions, respiratory conditions, and diabetes. Data was presented as adjusted odds ratios (aORs). RESULTS: < 0.001). CONCLUSION: Overall, high levels of risk perceptions, such as those found in patients with CeD, may increase an individual's pandemic-related stress and contribute to negative mental health consequences. Therefore, it is encouraged that public health officials maintain consistent communication with the public and healthcare providers with the celiac community. Future studies specifically evaluating mental health in CeD could help determine the consequences of increased risk perceptions in this population.

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)0.006
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 score0.007
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.009
GPT teacher head0.281
Teacher spread0.272 · 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

Citations13
Published2021
Admission routes2
Has abstractyes

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