ArticleFood science & nutrition2026
From Waste to Functional Snack: Drying Kinetics, Neural Network Modeling, and Utilization of Tomato Pomace in Cracker Formulation.
Article in Food science & nutrition, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This study investigates the sustainable valorization of tomato pomace (TP), a significant industrial by-product, by processing it into a tomato pomace powder (TPP) and utilizing it in cracker formulations to support the circular economy. TP was dried using convective oven drying (CO; 50°C, 60°C, 70°C) and microwave (MW; 240, 400 W) methods. The drying kinetics were analyzed using theoretical and semi-empirical models; the Dincer and Dost model provided the most accurate description of moisture diffusion. The Biot number values, falling within the range of 0.1-100, indicated a mixed regime where both internal and external resistances were present; however, the external convective resistance was identified as the more effective and governing factor. Artificial Neural Network modeling exhibited higher predictive performance compared to the Weibull distribution model under the specific experimental conditions tested in this study. Regarding bioactive retention, a trade-off was observed: while microwave drying at 400 W maximized the retention of Total Phenolic Compounds and antioxidant activity with the highest energy efficiency, CO drying at 70°C was identified as the optimal method for bakery applications due to superior preservation of carotenoids (lycopene and β-carotene) and color stability. Crucially, no 5-Hydroxymethylfurfural was detected in the dried samples. The optimized TPP was incorporated into crackers at 10%, 20%, and 30% levels. This incorporation transformed the crackers into a functional food by introducing significant amounts of lycopene and β-carotene-compounds absent in the control-while notably increasing Total Phenolic Compounds and antioxidant activity. ATR-FTIR analysis confirmed physical modification of the matrix and reduced water activity (aw). Although 30% substitution maximized bioactivity, Principal Component Analysis and sensory data identified 10% and 20% substitution levels as the optimum formulations, offering the best balance between functional enrichment and acceptability of sensory acceptability by the panelists.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.