Evidence map›Paper›PMID 38106109›Full record

ArticlemedRxiv : the preprint server for health sciences2023

What's On the Menu? Towards Predicting Nutritional Quality of Food Environments.

DongHyeon Seo, Abigail Horn, Andrés Abeliuk, Keith Burghardt

Open access · greenAbstract readPreprint
In one paragraph

Article in medRxiv : the preprint server for health sciences, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed, 0 citations in OpenAlex.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors at 2 institutions in 2 countries.

DongHyeon SeoInformation Sciences Institute, Marina del Rey, CA, USA.
Abigail HornInformation Sciences Institute, Marina del Rey, CA, USA.
Andrés AbeliukDepartment of Computer Science, University of Chile, Santiago, Chile.
Keith BurghardtInformation Sciences Institute, Marina del Rey, CA, USA.ORCID 0000-0003-1164-9545
University of Chile · CLUniversity of Southern California · US

Funding

Southern California Center for Chronic Health Disparities in Latino Children and Families.P50MD017344 · NIMHD · CHILDREN'S HOSPITAL OF LOS ANGELES · PI GORAN, MICHAEL ISAAC · 2021 to 2025
$27.8M
NIMHD NIH HHS P50 MD017344
6 · The paper itself

Abstract

Unhealthy diets are a leading cause of major chronic diseases including obesity, diabetes, cancer, and heart disease. Food environments-the physical spaces in which people access and consume food-have the potential to profoundly impact diet and related diseases. We take a step towards better understanding the nutritional quality of food environments by developing MINT: Menu Item to NutrienT model. This model utilizes under-studied data sources on recipes and generic food items, along with state-of-the-art word embedding and deep learning methods, to predict the nutrient density of never-before-seen food items using only their name as input. The model achieves an

Indexed as

deep learningfood and nutritionfood environmentnatural language processingpublic health

Identifiers

PMID38106109
PMCPMC10723558
OpenAlexW4389517370

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.