AIMC Topic: Mastitis

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Development of a machine learning-based diagnostic model using hematological parameters to differentiate periductal mastitis from granulomatous lobular mastitis.

Science progress Apr 13, 2025
ObjectiveNonpuerperal mastitis (NPM) is an inflammatory condition, including periductal mastitis (PDM) and granulomatous lobular mastitis (GLM). The clinical manifestations of PDM and GLM are highly similar, posing significant challenges in their dif...
Female Adult Middle Aged Machine Learning Humans Algorithms Retrospective Studies ROC Curve Diagnosis, Differential Mastitis Area Under Curve Logistic Models Granulomatous Mastitis
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Immunological composition of human milk before and during subclinical and clinical mastitis.

Frontiers in immunology Jan 17, 2025
Mastitis, an inflammatory condition affecting more than 25% of breastfeeding women, is usually associated with reduced milk secretion, pain, and discomfort, which often leads to early cessation of breastfeeding. Although the etiology of mastitis is m...
Mastitis Female Humans Adult Cytokines Milk, Human
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A recurrence model for non-puerperal mastitis patients based on machine learning.

PloS one Jan 16, 2025
OBJECTIVE: Non-puerperal mastitis (NPM) is an inflammatory breast disease affecting women during non-lactation periods, and it is prone to relapse after being cured. Accurate prediction of its recurrence is crucial for personalized adjuvant therapy, ...
Adult Middle Aged ROC Curve Mastitis Algorithms Recurrence Retrospective Studies Female Humans Machine Learning
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Ultrasound-based deep learning radiomics nomogram for differentiating mass mastitis from invasive breast cancer.

BMC medical imaging Jul 26, 2024
BACKGROUND: The purpose of this study is to develop and validate the potential value of the deep learning radiomics nomogram (DLRN) based on ultrasound to differentiate mass mastitis (MM) and invasive breast cancer (IBC).
Sensitivity and Specificity Breast Neoplasms Radiomics Female Aged Adult Mastitis Nomograms Diagnosis, Differential Middle Aged Deep Learning ROC Curve Humans Ultrasonography, Mammary
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Prediction models for postoperative recurrence of non-lactating mastitis based on machine learning.

BMC medical informatics and decision making Apr 22, 2024
OBJECTIVES: This study aims to build a machine learning (ML) model to predict the recurrence probability for postoperative non-lactating mastitis (NLM) by Random Forest (RF) and XGBoost algorithms. It can provide the ability to identify the risk of N...
Middle Aged Postoperative Complications China Mastitis Recurrence Machine Learning Female Adult Humans
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Using Sensor Data to Detect Lameness and Mastitis Treatment Events in Dairy Cows: A Comparison of Classification Models.

Sensors (Basel, Switzerland) Jul 10, 2020
The aim of this study was to develop classification models for mastitis and lameness treatments in Holstein dairy cows as the target variables based on continuous data from herd management software with modern machine learning methods. Data was colle...
Dairying Animals Cattle Mastitis Bayes Theorem Milk Lameness, Animal Machine Learning Female Sensitivity and Specificity
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Kaempferol modulates Angiopoietin-like protein 2 expression to lessen the mastitis in mice.

Pharmacological reports : PR Nov 22, 2017
BACKGROUND: Mastitis is inflammation of a breast (or udder). Angiopoietin-like protein 2 (ANGPTL2) has been found as a key inflammatory mediator in mastitis. Purpose of this research was to investigate the mechanisms about repressing effect of kaempf...
Epithelial Cells Kaempferols Angiopoietin-like Proteins Mastitis Inflammation Mice, Inbred C57BL Angiopoietin-Like Protein 2 Peroxidase Tumor Necrosis Factor-alpha Female Interleukin-6 Animals Mice
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Improved Fuzzy Logic System to Evaluate Milk Electrical Conductivity Signals from On-Line Sensors to Monitor Dairy Goat Mastitis.

Sensors (Basel, Switzerland) Jul 13, 2016
The aim of this study was to develop and test a new fuzzy logic model for monitoring the udder health status (HS) of goats. The model evaluated, as input variables, the milk electrical conductivity (EC) signal, acquired on-line for each gland by a de...
Female Animals Mastitis Fuzzy Logic Monitoring, Physiologic Goats Milk Electric Conductivity
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Sheep milk: physical-chemical characteristics and microbiological quality.

Archivos latinoamericanos de nutricion Sep 1, 2015
Sheep milk is the third most consumed milk in Brazil. It is much appreciated for its nutritional status and is important for children that have problems with cow milk. Little information is known about the chemical, physical and microbiological compo...
Cheese Colony Count, Microbial Sheep Milk Bacteria Mastitis Animals Brazil Cattle Female
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