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Record W3201245328 · doi:10.4103/jmisr.jmisr_129_20

Risk factors associated with length of hospital stay in children and adolescents with coronavirus disease 2019 in Egypt

2021· article· en· W3201245328 on OpenAlexaff
Shimaa Afify, Mohamed Rabea, AbdelrhmanK Z. Darwish, Ahmed Arafa, Mahmoud Khalil, Ahmed Heiba, Mohamed Al Sodag, Dalia Omran, MuhammadA Ghaffar, Mohamed Hassany, Basem Eysa

Bibliographic record

VenueJournal of Medicine in Scientific Research · 2021
Typearticle
Languageen
FieldMedicine
TopicCOVID-19 Clinical Research Studies
Canadian institutionsPediatric Oncology Group
Fundersnot available
KeywordsMedicineCoronavirus disease 2019 (COVID-19)Confidence intervalIncidence (geometry)Ground-glass opacitySevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)PediatricsChest radiographPandemicDiseaseDemographyRadiographyInternal medicineInfectious disease (medical specialty)Surgery

Abstract

fetched live from OpenAlex

Background With the growing incidence of children with coronavirus disease 2019 (COVID-19), the hospitalization rate in this age category has been increasing. This study aimed to assess the length of hospital stay (LOS) among children with COVID-19 and examine potential risk factors. Patients and methods We retrospectively collected data on 50 consecutive children and adolescents with mild to moderate COVID-19 who were discharged after treatment from one hospital in Egypt during July 2020. Betas (Bs) and their 95% confidence intervals (CIs) for the association of patients' sociodemographic and clinical characteristics with their LOS were computed using unadjusted and multivariable-adjusted linear regression models. Results The average LOS was 8.3 days (median 9 days). Presenting with fever, cough, and ground-glass opacity in radiograph was associated with longer LOS in the unadjusted model with Bs (95% CIs): 4.30 (1.07, 7.52), 3.50 (0.34, 6.66), and 5.55 (2.72, 8.37), respectively. In the multivariable-adjusted model, only ground-glass opacity in radiograph remained statistically associated with longer LOS (B = 4.75, 95% CI: 0.31, 9.20). Conclusion Children and adolescents with COVID-19 stayed in the hospital for a relatively short period. Selected clinical and radiological findings may be associated with longer LOS.

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 score0.014
Threshold uncertainty score0.028

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.085
GPT teacher head0.460
Teacher spread0.375 · 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".

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Citations0
Published2021
Admission routes1
Has abstractyes

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