Evidence map›Paper›PMID 35879982›Full record

ArticleFrontiers in nutrition2022

Users' Perspective on the AI-Based Smartphone PROTEIN App for Personalized Nutrition and Healthy Living: A Modified Technology Acceptance Model (mTAM) Approach.

Sofia Balula Dias, Yannis Oikonomidis, José Alves Diniz, Fátima Baptista, Filomena Carnide, Alex Bensenousi, José María Botana, Dorothea Tsatsou, Kiriakos Stefanidis, Lazaros Gymnopoulos and 34 more

Abstract read
In one paragraph

Article in Frontiers in nutrition, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
17citing papers in PubMed, 1 pooled it
–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

17 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Emerging Technologies for Investigating Food Consumer Behavior: A Systematic Review.Comprehensive reviews in food science and food safety · 2025
    Pooled it
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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

44 authors.

Sofia Balula DiasCIPER, Faculdade de Motricidade Humana, Universidade de Lisboa, Estrada da Costa, Lisbon, Portugal.
Yannis OikonomidisIntrasoft International SA, Thessaloniki, Greece.
José Alves DinizCIPER, Faculdade de Motricidade Humana, Universidade de Lisboa, Estrada da Costa, Lisbon, Portugal.
Fátima BaptistaCIPER, Faculdade de Motricidade Humana, Universidade de Lisboa, Estrada da Costa, Lisbon, Portugal.
Filomena CarnideCIPER, Faculdade de Motricidade Humana, Universidade de Lisboa, Estrada da Costa, Lisbon, Portugal.
Alex BensenousiIntrasoft International SA, Thessaloniki, Greece.
José María BotanaGrupo CMC, Madrid, Spain.
Dorothea TsatsouCentre for Research and Technology Hellas, Thessaloniki, Greece.
Kiriakos StefanidisCentre for Research and Technology Hellas, Thessaloniki, Greece.
Lazaros GymnopoulosCentre for Research and Technology Hellas, Thessaloniki, Greece.
Kosmas DimitropoulosCentre for Research and Technology Hellas, Thessaloniki, Greece.
Petros DarasCentre for Research and Technology Hellas, Thessaloniki, Greece.
Anagnostis ArgiriouInstitute of Applied Biosciences, Centre for Research and Technology Hellas, Thessaloniki, Greece.
Konstantinos RouskasInstitute of Applied Biosciences, Centre for Research and Technology Hellas, Thessaloniki, Greece.
Saskia Wilson-BarnesSchool of Biosciences and Medicine, Faculty of Health and Medical Sciences, University of Surrey, Guildford, United Kingdom.
Kathryn HartSchool of Biosciences and Medicine, Faculty of Health and Medical Sciences, University of Surrey, Guildford, United Kingdom.
Neil MerryOCADO Technology, London, United Kingdom.
Duncan RussellOCADO Technology, London, United Kingdom.
Jelizaveta KonstantinovaOCADO Technology, London, United Kingdom.
Elena LalamaDepartment of Endocrinology, Diabetes and Nutrition and German Institute of Human Nutrition, Charité, Universitätsmedizin Berlin, Berlin, Germany.
Andreas PfeifferDepartment of Endocrinology, Diabetes and Nutrition and German Institute of Human Nutrition, Charité, Universitätsmedizin Berlin, Berlin, Germany.
Anna KokkinopoulouDepartment of Nutritional Sciences and Dietetics, International Hellenic University, Thessaloniki, Greece.
Maria HassapidouDepartment of Nutritional Sciences and Dietetics, International Hellenic University, Thessaloniki, Greece.
Ioannis PagkalosDepartment of Nutritional Sciences and Dietetics, International Hellenic University, Thessaloniki, Greece.
Elena PatraDepartment of Nutritional Sciences and Dietetics, International Hellenic University, Thessaloniki, Greece.
Roselien BuysDepartment of Rehabilitation Sciences and Department of Cardiovascular Sciences, Katholieke Universiteit Leuven, Leuven, Belgium.
Véronique CornelissenDepartment of Rehabilitation Sciences and Department of Cardiovascular Sciences, Katholieke Universiteit Leuven, Leuven, Belgium.
Ana BatistaSport Lisboa Benfica Futebol, Lisbon, Portugal.
Stefano CobelloPolo Europeo della Conoscenza, Verona, Italy.
Elena MilliPolo Europeo della Conoscenza, Verona, Italy.
Chiara VagnozziFluviale SRL, Rome, Italy.
Sheree BryantEuropean Association for the Study of Obesity (EASO), Middlesex, United Kingdom.
Simon MaasAgriFood Capital BV, Hertogenbosch, Netherlands.
Pedro BacelarHealthium/Nutrium Software, Porto, Portugal.
Saverio GravinaDatawizard SRL, Rome, Italy.
Jovana VlaskalinBioSense Institute, Research and Development Institute for Information Technology in Biosystems, Novi Sad, Serbia.
Boris BrkicBioSense Institute, Research and Development Institute for Information Technology in Biosystems, Novi Sad, Serbia.
Gonçalo TeloPLUX, Wireless Biosignals, Lisbon, Portugal.
Eugenio MantovaniResearch Group on Law, Science, Technology and Society, Faculty of Law & Criminology, Vrije Universiteit Brussel, Ixelles, Belgium.
Olga GkotsopoulouResearch Group on Law, Science, Technology and Society, Faculty of Law & Criminology, Vrije Universiteit Brussel, Ixelles, Belgium.
Dimitrios IakovakisDepartment of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece.
Stelios HadjidimitriouDepartment of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece.
Vasileios CharisisDepartment of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece.
Leontios J HadjileontiadisDepartment of Biomedical Engineering, Healthcare Engineering Innovation Center (HEIC), Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The ubiquitous nature of smartphone ownership, its broad application and usage, along with its interactive delivery of timely feedback are appealing for health-related behavior change interventions

Indexed as

AI-based personalized nutritionbehavior changehealthy livingmobile applicationmodified Technology Acceptance Model (mTAM)PROTEIN appsmartphone app-based nutrition support

Identifiers

PMID35879982
PMCPMC9307489

What OpenQuestion holds

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LicenceCC BY
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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.