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Open access Sep 2026

PS12-6. Hematological and Rheological Determinants of Species-specific Blood Dispersion Patterns for Automated Anemia Detection in Livestock.

Anemia alters hemoglobin concentration, erythrocyte distribution, and blood rheology, leading to measurable changes in fluid dispersion behavior. This study investigated the influence of species-specific hematological and rheological properties on blood-spot patterns captured by an image-based biosensor for automated...

P. Batchu, A. Siddique, David Shapiro-Ilan et al. · 0 citations
Open access Sep 2026

PS12-7. Nested Cross-validated Hyperparameter Optimization and Decision-boundary Analysis for Image-based Anemia Classification in Dairy Goats.

This study introduces an optimized AI-based machine learning framework for classifying anemia in dairy goats using image-based blood biosensor data collected at the USDA facility in Byron, Georgia. Whole-blood dispersion images were obtained under standardized micro-chamber conditions, emphasizing hematocrit-dependen...

Priyanka Gurrapu, P. Batchu, A. Siddique et al. · 0 citations

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