Evidence map›Paper›PMID 42912073›Full record

ArticleRevista brasileira de epidemiologia = Brazilian journal of epidemiology2026

Validation of the Brasil-Nutri software for 24-hour dietary recall using recovery biomarkers.

Jéssica Levy, Letícia Lopes Takarabe, Eduardo De Carli, Sandra Patricia Crispim, Rosângela Alves Pereira, Edna Massae Yokoo, Karina Pfrimer, Daniela Dalpubel Campanari, Meire Gallo Rosenburg, Paulo Lotufo and 4 more

Abstract readValidation Study
In one paragraph

Article in Revista brasileira de epidemiologia = Brazilian journal of epidemiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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.

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

14 authors.

Jéssica LevyUniversidade de São Paulo, Faculty of Public Health Department of Nutrition - São Paulo (SP), Brazil.ORCID http://orcid.org/0000-0002-4037-3931
Letícia Lopes TakarabeUniversidade de São Paulo, Faculty of Public Health Department of Nutrition - São Paulo (SP), Brazil.ORCID http://orcid.org/0000-0002-7054-1756
Eduardo De CarliUniversidade de São Paulo, Faculty of Public Health Department of Nutrition - São Paulo (SP), Brazil.ORCID http://orcid.org/0000-0003-2900-8797
Sandra Patricia CrispimUniversidade Federal do Paraná, Department of Nutrition- Curitiba (PR), Brazil.ORCID http://orcid.org/0000-0002-2257-9899
Rosângela Alves PereiraUniversidade Federal do Rio de Janeiro, Department of Social and Applied Nutrition - Rio de Janeiro (RJ), Brazil.ORCID http://orcid.org/0000-0002-9886-9796
Edna Massae YokooUniversidade Federal Fluminense, Institute of Collective Health - Niterói (RJ), Brazil.ORCID http://orcid.org/0000-0002-3513-2084
Karina PfrimerUniversidade de Ribeirão Preto, Department of Nutrition - Ribeirão Preto (SP), Brazil.ORCID http://orcid.org/0000-0001-9148-4669
Daniela Dalpubel CampanariUniversidade de São Paulo, Faculty of Medicine of Ribeirão Preto - Ribeirão Preto (SP), Brazil.ORCID http://orcid.org/0000-0003-2810-5771
Meire Gallo RosenburgUniversidade de São Paulo, Faculty of Medicine of Ribeirão Preto - Ribeirão Preto (SP), Brazil.ORCID http://orcid.org/0000-0003-1772-7778
Paulo LotufoUniversidade de São Paulo, University Hospital, Center for Clinical and Epidemiological Research - São Paulo (SP), Brazil.ORCID http://orcid.org/0000-0002-4856-8450
Isabela BensenorUniversidade de São Paulo, University Hospital, Center for Clinical and Epidemiological Research - São Paulo (SP), Brazil.ORCID http://orcid.org/0000-0001-6889-7334
Roseli SichieriUniversidade Estadual do Rio de Janeiro, Institute of Social Medicine, Department of Epidemiology - Rio de Janeiro (RJ), Brazil.ORCID http://orcid.org/0000-0001-5286-5354
Jeanne Hubertha Maria de VriesWageningen University & Research, Human Nutrition & Health - Wageningen, The Netherlands.ORCID http://orcid.org/0000-0001-6495-4207
Dirce Maria Lobo MarchioniUniversidade de São Paulo, Faculty of Public Health Department of Nutrition - São Paulo (SP), Brazil.ORCID http://orcid.org/0000-0002-6810-5779

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveTo evaluate measurement errors in duplicate 24-hour dietary recalls, guided by the Brasil-Nutri software, using recovery biomarkers for energy, protein, sodium, and potassium in a subsample of participants from the Brazilian Longitudinal Study of Adult Health (ELSA-Brasil).

methodsApparently healthy men and women with stable body weight were included in the study. Two non-consecutive 24-hour dietary recalls, guided by the Brasil-Nutri software, were compared with recovery biomarkers of protein, potassium, and sodium obtained from two 24-hour urine samples. Total energy expenditure was assessed using the doubly labeled water method.

resultsEighty individuals, aged 43 to 72 years, participated in the study. Self-reported energy intake (2,146 kcal/day) was lower than the total energy expenditure estimated by the doubly labeled water method (2,526 kcal/day), with a mean difference of 380 kcal/day. Self-reported protein intake (94.9 g/day) was higher than the biomarker estimate (87.6 g/day). For sodium, mean self-reported intake was 2.9 g/day compared with 4.7 g/day estimated by the biomarker, while potassium intake was 2.9 g/day versus 3.0 g/day, respectively.

conclusionThe Brasil-Nutri software showed acceptable performance for estimating population mean intake of some nutrients; however, important measurement errors were observed, particularly for sodium intake. In addition, correlations with recovery biomarkers were low to moderate, indicating limitations in individual-level agreement.

Indexed as

Diet RecordsMental RecallSoftwareAdultAgedBiomarkersBrazilDietary ProteinsEnergy IntakeEnergy MetabolismFemaleHumansLongitudinal StudiesMaleMiddle AgedReproducibility of ResultsBiomarkersDietary Proteins

Identifiers

PMID42912073
PMCPMC13679881

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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.