Evidence map›Paper›PMID 40647299›Full record

ArticleNutrients2025

2D Prediction of the Nutritional Composition of Dishes from Food Images: Deep Learning Algorithm Selection and Data Curation Beyond the Nutrition5k Project.

Rachele Bianco, Sergio Coluccia, Michela Marinoni, Alex Falcon, Federica Fiori, Giuseppe Serra, Monica Ferraroni, Valeria Edefonti, Maria Parpinel

Abstract read
In one paragraph

Article in Nutrients, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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

9 authors.

Rachele BiancoDepartment of Medicine-DMED, Università degli Studi di Udine, 33100 Udine, Italy.ORCID 0009-0001-4268-8654
Sergio ColucciaBranch of Medical Statistics, Biometry and Epidemiology "G. A. Maccacaro", Department of Clinical Sciences and Community Health, Dipartimento di Eccellenza 2023-2027, Università degli Studi di Milano, 20133 Milano, Italy.ORCID 0000-0003-4044-1217
Michela MarinoniBranch of Medical Statistics, Biometry and Epidemiology "G. A. Maccacaro", Department of Clinical Sciences and Community Health, Dipartimento di Eccellenza 2023-2027, Università degli Studi di Milano, 20133 Milano, Italy.
Alex FalconDepartment of Mathematics, Computer Science and Physics-DMIF, Università degli Studi di Udine, 33100 Udine, Italy.ORCID 0000-0002-6325-9066
Federica FioriDepartment of Medicine-DMED, Università degli Studi di Udine, 33100 Udine, Italy.ORCID 0000-0003-2886-8074
Giuseppe SerraDepartment of Mathematics, Computer Science and Physics-DMIF, Università degli Studi di Udine, 33100 Udine, Italy.
Monica FerraroniBranch of Medical Statistics, Biometry and Epidemiology "G. A. Maccacaro", Department of Clinical Sciences and Community Health, Dipartimento di Eccellenza 2023-2027, Università degli Studi di Milano, 20133 Milano, Italy.ORCID 0000-0002-4542-4996
Valeria EdefontiBranch of Medical Statistics, Biometry and Epidemiology "G. A. Maccacaro", Department of Clinical Sciences and Community Health, Dipartimento di Eccellenza 2023-2027, Università degli Studi di Milano, 20133 Milano, Italy.ORCID 0000-0002-1995-1477
Maria ParpinelDepartment of Medicine-DMED, Università degli Studi di Udine, 33100 Udine, Italy.ORCID 0000-0003-1309-4467

Funding

Ministero dell'università e della ricerca PRIN 20227YCB5P
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Deep LearningFood AnalysisNutritive ValueAlgorithmsDatabases, FactualHumans2D prediction of nutritional compositiondeep learningdietary assessment toolsenergy predictionfood image recognitionframe filteringmacronutrients predictionmass predictionNutrition5kportion size correction

Identifiers

PMID40647299
PMCPMC12252204

What Socratic 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 Socratic graph.