AIMC Topic: Mastitis, Bovine

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Adaptive neuro-fuzzy inference systems for improved mastitis classification and diagnosis.

Scientific reports Jul 1, 2025
For modeling dairy cattle data, fuzzy logic offers the capability to manage uncertainty, enhance accuracy, facilitate informed decision-making, and optimize resource allocation. A critical aspect of dairy cattle production is the modeling of mastitis...
Algorithms Fuzzy Logic Female Mastitis, Bovine Animals Dairying Cattle
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[Validation of a decision tree for selective dry cow therapy of dairy for a digital expert system].

Tierarztliche Praxis. Ausgabe G, Grosstiere/Nutztiere Feb 18, 2025
In this study, a decision tree derived from scientific literature on selective dry cow therapy (ST), which was developed as a knowledge base for a digital expert system, was evaluated. The decision tree merges algorithmic (based on cell count results...
Dairying Mammary Glands, Animal Expert Systems Germany Mastitis, Bovine Decision Trees Lactation Female Milk Animals Anti-Bacterial Agents Cattle
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Deep-learning classification of teat-end conditions in Holstein cattle.

Research in veterinary science Oct 9, 2024
As a means of preventing mastitis, deep learning for classifying teat-end conditions in dairy cows has not yet been optimized. By using 1426 digital images of dairy cow udders, the extent of teat-end hyperkeratosis was assessed using a four-point sca...
Female Animals Deep Learning Dairying Mammary Glands, Animal Cattle Mastitis, Bovine
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Comparison of a machine learning model with a conventional rule-based selective dry cow therapy algorithm for detection of intramammary infections.

Journal of dairy science Sep 28, 2024
We trained machine learning models to identify IMI in late-lactation cows at dry-off to guide antibiotic treatment, and compared their performance to a rule-based algorithm that is currently used on dairy farms in the United States. We conducted an o...
Female Animals Cattle Machine Learning Algorithms Lactation Milk Mastitis, Bovine
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The determination of mastitis severity at 4-level using Milk physical properties: A deep learning approach via MLP and evaluation at different SCC thresholds.

Research in veterinary science May 21, 2024
Current research aims to generate an alternative model to classical methods in the determination of subclinical mastitis at 4 levels (healthy, suspicious, subclinical, and clinical). For this purpose, multilayer perceptron (MLP) artificial neural net...
Mastitis, Bovine Animals Severity of Illness Index Deep Learning Cattle Cell Count Milk Neural Networks, Computer Female
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An Explainable Deep Learning Classifier of Bovine Mastitis Based on Whole-Genome Sequence Data-Circumventing the p >> n Problem.

International journal of molecular sciences Apr 26, 2024
The serious drawback underlying the biological annotation of whole-genome sequence data is the p >> n problem, which means that the number of polymorphic variants (p) is much larger than the number of available phenotypic records (n). We propose a wa...
Mastitis, Bovine Genotype Whole Genome Sequencing Female Animals Cattle Deep Learning Genetic Predisposition to Disease Polymorphism, Single Nucleotide
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Performance comparison of machine learning models used for predicting subclinical mastitis in dairy cows: Bagging, boosting, stacking, and super-learner ensembles versus single machine learning models.

Journal of dairy science Feb 2, 2024
Mastitis has a substantial impact on the dairy industry across the world, causing dairy producers to suffer losses due to the reduced quality and quantity of produced milk. A further problem, related to this issue, is the excessive use of antibiotics...
Machine Learning Female Milk Animals Mastitis, Bovine Cattle Dairying Lactation
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Accurate detection of dairy cow mastitis with deep learning technology: a new and comprehensive detection method based on infrared thermal images.

Animal : an international journal of animal bioscience Sep 29, 2022
Mastitis is one of the most common diseases in dairy cows and has a negative impact on their welfare and life, causing significant economic losses to the dairy industry. Many attempts have been made to develop a detection method for mastitis using th...
Mastitis, Bovine Dairying Mammary Glands, Animal Thermography Cattle Diseases Cell Count Female Milk Animals Deep Learning Cattle
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Comparison of machine learning methods to predict udder health status based on somatic cell counts in dairy cows.

Scientific reports Jul 1, 2021
Bovine mastitis is one of the most important economic and health issues in dairy farms. Data collection during routine recording procedures and access to large datasets have shed the light on the possibility to use trained machine learning algorithms...
Female Animals Diagnosis, Computer-Assisted Machine Learning Dairying Prognosis Cattle Cell Count Mastitis, Bovine
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Prediction of Streptococcus uberis clinical mastitis treatment success in dairy herds by means of mass spectrometry and machine-learning.

Scientific reports Apr 8, 2021
Streptococcus uberis is one of the leading pathogens causing mastitis worldwide. Identification of S. uberis strains that fail to respond to treatment with antibiotics is essential for better decision making and treatment selection. We demonstrate th...
Cattle Pregnancy Machine Learning Mastitis, Bovine Female Streptococcal Infections Dairying Animals Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization Anti-Bacterial Agents Streptococcus
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