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.

Context Report: Food Allergy Increase Claims

Quote: "Between 1997 and 2018, childhood food‑allergy prevalence rose 88%."

Cited to: Centers for Disease Control and Prevention. (2019). Health conditions among children under age 18, by selected characteristics: United States, average annual, selected years 1997–1999 through 2016–2018 (Health, United States, 2019, Table 12). National Center for Health Statistics. https://www.cdc.gov/nchs/hus/data-finder.htm?year=2019&table=Table%20012.

Summary: This statement is mathematically accurate based on CDC data but misleadingly uses the term "food‑allergy prevalence" when the source actually measured the broader category of "food OR digestive allergies," which includes food intolerances and digestive sensitivities rather than clinically diagnosed food allergies alone. The rates were also parent reported. The increase in diagnosed food allergies is substantial but lower—approximately 70% from 1997-1999 to 2021—and represents a genuine public health concern driven by multiple environmental factors.

Core Context


Sources Table: Evidence for Food Allergy Increase Causes

Source Position on Cause Key Evidence/Mechanism Usefulness Rating Specificity
CDC/NCHS Hygiene Hypothesis Research Reduced microbial exposure in early life causes immune dysfunction Migration studies show disease incidence follows environmental changes; reduced infections correlate with increased allergies 5 Strong epidemiological evidence, specific mechanisms
Nature Scientific Reports - Vitamin D Research Vitamin D deficiency linked to food allergy development Higher food allergy rates at higher latitudes, seasonal birth patterns, vitamin D modulates gut microbiota and immune system 4 Geographic patterns, birth season correlations
Science Direct - Dual Allergen Exposure Route of first exposure determines allergy vs tolerance Skin exposure through eczema promotes sensitization, oral exposure promotes tolerance 5 Strong mechanistic evidence, explains eczema-food allergy link
PMC Environmental Factors Study Multiple environmental changes affect microbiome Antibiotic use, C-section births, formula feeding, high-fat diets all alter gut microbiome and immune development 4 Multiple specific risk factors identified
Journal of Allergy - Air Pollution Environmental toxins and pollution disrupt immune barriers Air pollution damages epithelial barriers, processed foods create neoallergens 3 Emerging evidence, mechanistic plausibility
Evolution Medicine Hypothesis Evolutionary mismatch - delayed allergen introduction Human immune systems evolved expecting early food antigen exposure 4 Explains timing of increase, specific to food allergies
Clinical & Experimental Immunology Reduced immune regulation from microbiome changes Loss of regulatory T-cell function due to reduced microbial stimulation 4 Specific immune mechanisms described
NIAID Risk Factors Review Multiple environmental factors interact C-section delivery, antibiotic use, urban living, reduced pathogen exposure 4 Government health agency position
Allergy & Asthma Network Statistics Processed food environment and lifestyle changes Correlation between processed food consumption and allergy increases 2 Correlational, limited mechanistic evidence
Frontiers in Allergy - Old Friends Hypothesis Disruption of co-evolved microbial relationships Loss of ancestral microbes that co-evolved with human immune system 4 Explains broader allergy epidemic patterns
PMC Vitamin D Mechanisms Vitamin D insufficiency impairs immune tolerance Vitamin D regulates T-regulatory cells and IgE production 4 Specific cellular and molecular mechanisms
Environmental Health Review Multiple outdoor environmental factors Air pollution, reduced environmental greenness, climate change effects 3 Comprehensive but limited direct evidence