Supervised machine learning-based prediction of bovine anaplasmosis in Florida beef cattle: A 10-year retrospective study

The lack of updated information on the prevalence and risk fac­tors of bovine anaplasmosis (BA), across the United States poses challenges in accurately assessing production losses and devel­oping effective prevention and control strategies. Supervised machine learning (SML) algorithms are potentially powerful tools that may be used for identifying risk factors associated with infectious diseases such as BA. Here, we compared 6 dif­ferent SML models to predict Anaplasma marginale seropositiv­ity in Florida beef cattle.

Authors

Institutions

Publication Details

Journal
American Association of Bovine Practitioners Conference Proceedings
Published
2025-03-26
DOI
https://doi.org/10.21423/aabppro20249162
Primary Topic
Microbial infections and disease research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Supervised machine learning-based prediction of bovine anaplasmosis in Florida beef cattle: A 10-year retrospective study

Michael Short, J.H.J. Bittar, Ameer Megahed, Reddy Bommineni
American Association of Bovine Practitioners Conference Proceedings
Microbial infections and disease research
article

Supervised machine learning-based prediction of bovine anaplasmosis in Florida beef cattle: A 10-year retrospective study

Michael Short, J.H.J. Bittar, Ameer Megahed, Reddy Bommineni
article en

Abstract

The lack of updated information on the prevalence and risk fac­tors of bovine anaplasmosis (BA), across the United States poses challenges in accurately assessing production losses and devel­oping effective prevention and control strategies. Supervised machine learning (SML) algorithms are potentially powerful tools that may be used for identifying risk factors associated with infectious diseases such as BA. Here, we compared 6 dif­ferent SML models to predict Anaplasma marginale seropositiv­ity in Florida beef cattle.

American Association of Bovine Practitioners Conference ProceedingsVol. 58(58)
Florida Department of Agriculture and Consumer Services (US), University of Florida (US)
Openalex Percentile: Top 94%
Microbial infections and disease research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.