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从饮食到数据:使用组装理论对一种减轻偏差的营养筛查工具进行验证

Diet to Data: Validation of a Bias-Mitigating Nutritional Screener Using Assembly Theory.

作者信息

Penrose O'Connell C, Gross Phillip J, Singh Hardeep, Rynarzewska Ania Izabela, Ayazo Crystal, Jones Louise

机构信息

Northeast Georgia Medical Center, Gainesville, GA 30501, USA.

出版信息

Nutrients. 2025 Jul 28;17(15):2459. doi: 10.3390/nu17152459.

DOI:10.3390/nu17152459
PMID:40806044
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12348917/
Abstract

Traditional dietary screeners face significant limitations: they rely on subjective self-reporting, average intake estimates, and are influenced by a participant's awareness of being observed-each of which can distort results. These factors reduce both accuracy and reproducibility. The Guide Against Age-Related Disease (GARD) addresses these issues by applying Assembly Theory to objectively quantify food and food behavior (FFB) complexity. This study aims to validate the GARD as a structured, bias-resistant tool for dietary assessment in clinical and research settings. The GARD survey was administered in an internal medicine clinic within a suburban hospital system in the southeastern U.S. The tool assessed six daily eating windows, scoring high-complexity FFBs (e.g., fresh plants, social eating, fasting) as +1 and low-complexity FFBs (e.g., ultra-processed foods, refined ingredients, distracted eating) as -1. To minimize bias, patients were unaware of scoring criteria and reported only what they ate the previous day, avoiding broad averages. A computer algorithm then scored responses based on complexity, independent of dietary guidelines. Internal (face, convergent, and discriminant) validity was assessed using Spearman rho correlations. Face validation showed high inter-rater agreement using predefined Assembly Index (A) and Copy Number (N) thresholds. Positive correlations were found between high-complexity diets and behaviors (rho = 0.533-0.565, < 0.001), while opposing constructs showed moderate negative correlations (rho = -0.363 to -0.425, < 0.05). GARD scores aligned with established diet patterns: Mediterranean diets averaged +22; Standard American Diet averaged -10.

摘要

传统的饮食筛查方法存在显著局限性

它们依赖主观的自我报告、平均摄入量估计,并且会受到参与者对被观察的意识的影响——这些因素中的每一个都可能扭曲结果。这些因素降低了准确性和可重复性。抗年龄相关性疾病指南(GARD)通过应用组装理论来客观量化食物和食物行为(FFB)的复杂性,从而解决了这些问题。本研究旨在验证GARD作为临床和研究环境中饮食评估的一种结构化、抗偏差工具。GARD调查是在美国东南部郊区医院系统的内科诊所进行的。该工具评估了六个每日饮食时段,将高复杂性的FFB(例如,新鲜植物、社交性饮食、禁食)评分为+1,将低复杂性的FFB(例如,超加工食品、精制成分、分心饮食)评分为 -1。为了尽量减少偏差,患者不知道评分标准,只报告前一天吃了什么,避免宽泛的平均值。然后,一个计算机算法根据复杂性对回答进行评分,与饮食指南无关。使用斯皮尔曼等级相关系数评估内部(表面、收敛和区分)效度。表面效度显示,使用预定义的组装指数(A)和拷贝数(N)阈值,评分者间的一致性很高。高复杂性饮食与行为之间存在正相关(rho = 0.533 - 0.565,< 0.001),而相反的结构显示出中等程度的负相关(rho = -0.363至 -0.425,< 0.05)。GARD评分与既定的饮食模式一致:地中海饮食平均为 +22;标准美国饮食平均为 -10。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/31a3/12348917/4a379d5592cb/nutrients-17-02459-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/31a3/12348917/47d81cdd4aec/nutrients-17-02459-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/31a3/12348917/4a379d5592cb/nutrients-17-02459-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/31a3/12348917/47d81cdd4aec/nutrients-17-02459-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/31a3/12348917/4a379d5592cb/nutrients-17-02459-g002.jpg

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