Evidence map›Paper›PMID 42451436›Full record

ArticleSensors (Basel, Switzerland)2026

Harnessing Multisensory Perception for the Tomato Agrifood Chain.

Jun-Wei Liang, Yi-Jia Chen, Peng-Xian Zhang, Yun-Lang Feng, Douglas Fernandes Barbin, Wen-Hao Su

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 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

6 authors.

Jun-Wei LiangCollege of Engineering, China Agricultural University, 17 Qinghua East Road, Haidian, Beijing 100083, China.ORCID 0009-0004-4730-1297
Yi-Jia ChenCollege of Engineering, China Agricultural University, 17 Qinghua East Road, Haidian, Beijing 100083, China.
Peng-Xian ZhangCollege of Engineering, China Agricultural University, 17 Qinghua East Road, Haidian, Beijing 100083, China.
Yun-Lang FengCollege of Engineering, China Agricultural University, 17 Qinghua East Road, Haidian, Beijing 100083, China.ORCID 0009-0005-5110-6811
Douglas Fernandes BarbinSchool of Food Engineering, University of Campinas (UNICAMP), Campinas 13083-862, SP, Brazil.ORCID 0000-0001-9767-8130
Wen-Hao SuCollege of Engineering, China Agricultural University, 17 Qinghua East Road, Haidian, Beijing 100083, China.ORCID 0000-0003-1745-4722

Funding

China Agricultural University 2115 Talent Development ProgramNational Natural Science Foundation of China 32371991
6 · The paper itself

Abstract

Structural inefficiencies and labor shortages within the global tomato agrifood chain pose significant threats to its economic sustainability. While vision-dominated systems, encompassing structural and spectral dimensions, have pioneered intelligent management, their limitations in environmental robustness and computational overhead necessitate a new approach. Furthermore, dimensional incompleteness remains a challenge in decoding internal states. Multisensory perception, integrating physical (tactile and auditory) and chemical (olfactory and gustatory) modalities, enables the quantitative characterization of tomato physiological states. Based on technological advancements at the leading edge of knowledge, a critical perspective on the mushrooming field of multisensory perception is highlighted. Grounded in the capabilities and bottlenecks of visual perception, the discussion outlines significant progress in multisensory perception, along with its challenges and prospects. Crucially, it delineates the construction pathway of digital fingerprints that couple instrumental sensing signals with human sensory experiences and envisions the landscape of multimodal fusion to address practical challenges. This perspective provides a roadmap for sensorially transparent evaluation systems in the tomato agrifood chain.

Indexed as

Food HandlingSolanum lycopersicumdigital fingerprintmultimodal fusionmultisensory perceptiontomato

Identifiers

PMID42451436
PMCPMC13363770

What OpenQuestion holds

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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.