This is an experiment in AI-driven contextualization. The material below was produced using SIFT Toolbox, a human-in-the-loop LLM-based contextualization toolbox designed to accelerate fact-checking and sensemaking. Findings should be considered draft findings, lightly checked at best. This check of the report was done as a test to check the robustness and usefulness of the Toolbox.

Childhood Eczema Prevalence Increase: Context Report

Quote: Eczema (atopic dermatitis) and skin allergies increased from 7.4% of children under 18 from 1997-1999 to 12.7% from 2016-2018.

Summary: This statement is factually accurate, drawing from official CDC surveillance data. However, the statement omits some context that the increase primarily occurred between 1997-2010 and then plateaued, suggesting the trend may be stabilizing rather than accelerating.

Core Context


Sources Table

Source Description of Position on Issue Link Initial Usefulness Rating Specificity of Claims
CDC Data Brief 121 Official federal surveillance documenting skin allergy increase from 7.4% (1997-1999) to 12.5% (2009-2011) CDC 5 Exact baseline figure, specific dates, methodology
JAMA Dermatology 2023 Peer-reviewed analysis showing eczema increase from 7.9% (1997) to 12.6% (2018), plateau after 2010 JAMA 5 Specific annual data, demographic breakdowns
National Eczema Association Advocacy organization citing current prevalence of 9.6 million affected children NEA 4 Current burden estimates, general statistics
PMC Environmental Factors Study Research review identifying urbanization, pollution, biodiversity loss as key factors PMC 4 Mechanistic pathways, environmental correlations
PMC Ultra-Processed Foods Study Analysis finding associations between processed food consumption and childhood allergic symptoms PMC 4 Dietary mechanisms, microbiome connections
PubMed Hygiene Hypothesis Challenge German cohort studies finding no support for hygiene hypothesis in childhood eczema PubMed 4 Challenges dominant theory, contradictory evidence
CDC 2021 Data Brief Most recent surveillance showing 10.8% childhood eczema prevalence CDC 5 Current prevalence, recent trends
Environmental Health Review Comprehensive analysis of climate, pollution, and indoor environment factors Environmental Journal 3 Multiple risk factors, climate correlations
Scientific Reports Heritability Study Case-control study showing 58-74% heritability but significant environmental modulation Nature 4 Genetic vs environmental contributions
Western Diet-Microbiome Review Analysis of how ultra-processed foods alter gut microbiota and promote inflammation PMC 4 Mechanistic pathways, generational effects