A Confidence-Aware Hybrid Vision-Language Framework for Food Recognition and Nutritional Monitoring.

Furkan Göz, Muhammad Jamil, Adnan Kavak, Sema Bayraktar, Ali Can Doğru, Gautam Srivastava, Hossein Fotouhi

Abstract read

In one paragraph

Article in Nutrients, 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

7 authors.

Furkan GözDepartment of Computer Engineering, Kocaeli University, 41001 İzmit, Türkiye.ORCID 0000-0002-6726-3679

Muhammad JamilDepartment of Computer Engineering, Kocaeli University, 41001 İzmit, Türkiye.ORCID 0000-0002-0934-1069

Adnan KavakDepartment of Computer Engineering, Kocaeli University, 41001 İzmit, Türkiye.ORCID 0000-0001-5694-8042

Sema BayraktarWireless Information and Intelligent Systems (WINS) Research Center, Kocaeli University, 41001 İzmit, Türkiye.ORCID 0000-0001-6063-0213

Ali Can DoğruDepartment of Computer Engineering, Kocaeli University, 41001 İzmit, Türkiye.ORCID 0009-0002-2534-2413

Gautam SrivastavaSogang University, Seoul 04107, Republic of Korea.ORCID 0000-0001-9851-4103

Hossein FotouhiDepartment of Computer Science and Engineering, Mälardalen University (MDU), 72123 Västerås, Sweden.ORCID 0000-0001-5590-0784

Funding

Mälardalen University To be added later

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Deep LearningFoodNutrition AssessmentHumansLarge Language ModelsMobile ApplicationsPortion Sizeconfidence-aware routingdigital nutritionfood image recognitionmobile healthmultimodal large language modelsnutrition estimationpersonalized dietary assessment

Identifiers

PMID42588072

DOI10.3390/nu18152449

PMCPMC13467591

What OpenQuestion holds

Textmetadata

Read underepoch 390

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.