ArticleAnimals : an open access journal from MDPI2021
Application of Ultrasound Images Texture Analysis for the Estimation of Intramuscular Fat Content in the
Article in Animals : an open access journal from MDPI, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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
9 citing papers in PubMed, 19 citations in OpenAlex.
- Ultrasound predicts skeletal muscle fat infiltration in healthy middle-aged and young adults: Validation against MRI.Experimental physiology · 2026Trial
- Impact of stocking density on beef heifer productive performance and health through hematology andFrontiers in veterinary science · 2026Article
- Real-time ultrasound and RGB imaging integration for non-invasive prediction of ribeye area in Tropical Crossbred Brahman Cattle.Tropical animal health and production · 2025Article
- A dual-branch multi-modal deep learning framework for non-destructive evaluation of intramuscular fat in sheep.Scientific reports · 2025Article
- Exploring Aubrac Cattle as a Benchmark for Sustainable and Nutritious Beef Production.Animals : an open access journal from MDPI · 2025Article
- Ultrasound in the Food Industry: Mechanisms and Applications for Non-Invasive Texture and Quality Analysis.Foods (Basel, Switzerland) · 2025Review
- The Effectiveness of the Use of Ultrasound Methodology (Applied to Live Animals) to Assess the Quality of Meat.Animals : an open access journal from MDPI · 2025Article
- Lung Ultrasonography and Clinical Follow-Up Evaluations in Fattening Bulls Affected by Bovine Respiratory Disease (BRD) during the Restocking Period and after Tulathromycin and Ketoprofen Treatment.Animals : an open access journal from MDPI · 2022Article
- Development of an equation to screen for solar hemorrhages from digital cushion ultrasound texture analysis in veal calves at slaughter.Frontiers in veterinary science · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 1 institution in 1 country.
Funding
Abstract
Intramuscular fat (IMF) is a major trait in the evaluation of beef meat, but its determination is subjective and inconsistent and still relies on visual inspection. This research objective was a method to predict IMF% from beef meat using ultrasound (US) imaging texture analysis. US images were performed on the
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.