Evidence map›Paper›PMID 42062322›Full record

ArticleScientific reports2026

A preliminary model to establish a digital twin for coffee roasting.

Manuel Jonathan Bruno, Nadaniela Egidi, Lorella Fatone, Josephin Giacomini, Pierluigi Maponi, Gianni Sagratini, Agnese Santanatoglia, Edin Trebović

Abstract read
In one paragraph

Article in Scientific reports, 2026. 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.

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

8 authors.

Manuel Jonathan BrunoGambilongo Caffè srl, Via dell'Artigianato 6 - Z.I. Montalto Uffugo, 87046, Rende, Italy.
Nadaniela EgidiSchool of Science and Technologies, Mathematics Division, Università degli studi di Camerino, Via Madonna delle Carceri 9, 62032, Camerino, Italy.ORCID http://orcid.org/0000-0003-4646-2836
Lorella FatoneSchool of Science and Technologies, Mathematics Division, Università degli studi di Camerino, Via Madonna delle Carceri 9, 62032, Camerino, Italy.ORCID http://orcid.org/0000-0001-7163-5490
Josephin GiacominiSchool of Science and Technologies, Mathematics Division, Università degli studi di Camerino, Via Madonna delle Carceri 9, 62032, Camerino, Italy.ORCID http://orcid.org/0000-0001-7772-569X
Pierluigi MaponiSchool of Science and Technologies, Mathematics Division, Università degli studi di Camerino, Via Madonna delle Carceri 9, 62032, Camerino, Italy.ORCID http://orcid.org/0000-0002-7609-0589
Gianni SagratiniChemistry Interdisciplinary Project (CHIP), School of Pharmacy, Università degli studi di Camerino, Via Madonna delle Carceri 9/B, 62032, Camerino, Italy.ORCID http://orcid.org/0000-0001-6231-8709
Agnese SantanatogliaChemistry Interdisciplinary Project (CHIP), School of Pharmacy, Università degli studi di Camerino, Via Madonna delle Carceri 9/B, 62032, Camerino, Italy.ORCID http://orcid.org/0000-0002-0497-8386
Edin TrebovićSchool of Science and Technologies, Mathematics Division, Università degli studi di Camerino, Via Madonna delle Carceri 9, 62032, Camerino, Italy. edin.trebovic@unicam.it.ORCID http://orcid.org/0009-0006-4007-4452

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The coffee industry has an economic impact of over 100 billion dollars per year, making it one of the most valuable markets in the world. Coffee roasting is a crucial step that occurs before the extraction process and is essential to the final quality of the coffee. The roasting of green coffee beans is a complex process involving various chemical reactions that play a crucial role in determining the taste, colour and aroma of the coffee. It consists of three steps: drying, roasting and cooling. All of them are characterised by heat and mass transfer. Heat transfer during the roasting process significantly influences the flavour profile of a coffee cup. The main chemical reaction that occurs during roasting is known as the "Maillard reaction", which is fundamental for the sensory profile of roasted coffee. In this study, we first introduce a mathematical model for coffee roasting based on the chemical dynamics of key compounds. The kinetic model is used to determine the variation in concentration of the main chemical substances that characterise the taste and aroma of coffee. The calibration of the model is obtained through an optimisation procedure, capable of estimating the kinetic rate constants. Real data from chemical analyses carried out on coffee samples at the end of the roasting process were used to support the calibration phase, while the initial chemical composition of green coffee was obtained from the ranges available in the literature.

Indexed as

CoffeaCoffeeCookingFood HandlingModels, TheoreticalHot TemperatureKineticsMaillard ReactionOdorantsSeedsTasteCoffeeCoffeeKineticsOptimisationRoasting

Identifiers

PMID42062322
PMCPMC13194875

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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.