ArticlePublic health nutrition2022
Machine learning can improve the development of evidence-based dietary guidelines.
Article in Public health nutrition, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
7 citing papers in PubMed.
- From single conventional regression to ensemble modelling: relative importance of the Healthy Eating Index-2015 components in relation to adverse pregnancy outcomes.The British journal of nutrition · 2026Article
- Food- and Nutrient-Based Dietary Patterns and Depression in Korean Adults: A Machine Learning Approach Using KNHANES 2016-2021.Nutrients · 2026Article
- Childhood obesity in changing food systems: mediterranean diet, socioeconomic inequalities and AI-driven personalized nutrition - the case of Italy.Frontiers in public health · 2026Review
- Environmental Chemicals as Modifiers of the Association between Age and Ovarian Reserve.medRxiv : the preprint server for health sciences · 2025Article
- Identifying and predicting dietary patterns in the Dutch population using machine learning.European journal of nutrition · 2025Article
- Periconceptional Dietary Patterns and Adverse Pregnancy and Birth Outcomes.The Journal of nutrition · 2024Article
- Does heterogeneity underlie differences in treatment effects estimated from SuperLearner versus logistic regression? An application in nutritional epidemiology.Annals of epidemiology · 2023Article
Corrections and comments
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Authors and funding
3 authors.
Funding
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.