Evidence map›Paper›PMID 41465012›Full record

ArticleFoods (Basel, Switzerland)2025

Adoption of 3D-Printed Food in Romania: Price Perception as a Key Determinant of Consumer Acceptance.

Iuliana Petronela Gârdan, Mihai Ioan Roșca, Daniel Adrian Gârdan, Mihai Andronie, Laura Daniela Roșca, Carmen Adina Paștiu

Abstract read
In one paragraph

Article in Foods (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

6 authors.

Iuliana Petronela GârdanFaculty of Psychology and Education Sciences, Spiru Haret University, 060821 Bucharest, Romania.ORCID 0000-0003-2757-1308
Mihai Ioan RoșcaFaculty of Marketing, Bucharest University of Economic Studies, 010374 Bucharest, Romania.ORCID 0000-0003-3107-4339
Daniel Adrian GârdanFaculty of Economic Sciences, Spiru Haret University, 060821 Bucharest, Romania.ORCID 0000-0003-2569-6801
Mihai AndronieFaculty of Economic Sciences, Spiru Haret University, 060821 Bucharest, Romania.ORCID 0000-0002-8577-7227
Laura Daniela RoșcaManagement-Marketing Faculty, Romanian-American University, 012101 Bucharest, Romania.ORCID 0000-0002-7913-7792
Carmen Adina PaștiuFaculty of Economic Sciences, 1 Decembrie 1918 University, 510009 Alba-Iulia, Romania.ORCID 0000-0003-0555-5171

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Three-dimensional printed food has rapidly positioned itself at the intersection of food technology and personalized nutrition, opening up new perspectives for sustainable production, creative customization, and more efficient resource use. Although global interest in this innovation continues to grow, consumer acceptance remains largely underexplored in Central and Eastern Europe. This study analyzes how Romanian consumers approach the adoption of 3D-printed food by applying an extended UTAUT2 framework to a sample of 608 urban respondents. Using structural equation modeling, it examines the influence of expected effort, performance expectancy, social influence, and perceived compatibility on adoption intention, while price perception is introduced as a key mediating variable-a novel and meaningful contribution to the literature on food technology acceptance. Given the non-probabilistic sampling design, the difficulties encountered in measuring Hedonic Motivation and Facilitating Conditions, and the early diffusion stage of 3D food printing in Romania, the present work should be viewed as a robust exploratory investigation based on Structural Equation Modeling (SEM) among urban Romanian consumers, providing first empirical evidence on 3D-printed food acceptance in Eastern Europe rather than definitive conclusions for the entire population. The results highlight that utilitarian and social factors are decisive: expected effort enhances perceived performance, while performance, social influence, and compatibility significantly strengthen perceptions of price fairness. In turn, price perception strongly predicts consumers' behavioral intention to adopt 3D-printed food. Hedonic motivation and facilitating conditions were not statistically significant and were therefore removed from the final model. These findings show that, in emerging food markets, consumers tend to make adoption decisions based more on rational value assessments than on novelty or convenience. The study contributes to theory by embedding price perception into the UTAUT2 framework and to practice by identifying the key elements that can boost market readiness-transparent pricing and closer alignment with consumer values. By filling an important gap in the empirical literature from Eastern Europe and focusing on price as a cognitive bridge between technological and psychological drivers, this paper offers a timely and relevant contribution to ongoing research on consumer perception and acceptance of food innovations. For Eastern European food innovation research, this study provides one of the first quantitative analyses of 3D-printed food acceptance that explicitly links technology-related beliefs to price perception in a regional, price-sensitive context.

Indexed as

3D food printingconsumer acceptancepersonalized nutritionprice perceptionstructural equation modelingsustainable food innovationtechnology adoption

Identifiers

PMID41465012
PMCPMC12732792

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

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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.