Risk Factors of Onset Time and Persistence of Atopic Dermatitis in Children under Age 5 Years: A Cross-Sectional Study
Bibliographic record
Abstract
Abstract: Background: The prevalence of atopic dermatitis (AD) is high among children, with development of AD occurring during early childhood in most affected children and some having a chronic disease course. Risk factors for AD in this group remain undefined. Objectives: We analyzed the medical records of children with AD under 5 years of age. We summarized characteristics of the natural course of AD in these children and explored relevant risk factors of AD in infancy and early childhood. Methods: Using a self-developed questionnaire, we investigated 716 children under 5 years of age who were treated for AD at the Dermatology Department of the First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China. We conducted the study from October 2021 to September 2022 using telephone and on-site interviews with the children's parents. In parental interviews, data were gathered on neonatal diseases, comorbidities, parental allergy history, maternal history of tobacco and alcohol use, and basic infant information at birth. Some children were tested for serum total immunoglobulin E (IgE) before this study. Results: Neonatal hyperbilirubinemia, neonatal respiratory distress syndrome (NRDS), neonatal infection, and infection during childhood had a significant impact on persistent symptoms and the onset of first symptoms in children with AD ( P < 0.05). Allergic diseases as common comorbidities with AD, which had earlier onset of AD related to more obvious disease activity ( P < 0.05). Parental history of allergy was also significant in AD ( P < 0.05). Serum total iIgE levels in children with AD showed an impact on the clinical course of AD; neonatal hyperbilirubinemia and NRDS may affect IgE levels ( P < 0.05). Persistent AD had a significant effect on the physical growth of children with height/length for age Z score ≤3 and weight for height/length Z score ≤3 ( P < 0.05). Conclusions: Early adverse events in infants, infection before onset, and susceptibility to infection may affect the onset and clinical course of childhood AD. Serum total IgE levels affect the progression of AD. Persistent AD in childhood may have a slight impact on children's physical growth.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".