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Understanding Conformation and PTAT: Key Differences in Dairy Cattle Genetic Evaluations in Canada and the USA

Uncover the critical variations in dairy cattle genetic assessments for conformation and PTAT between Canada and the USA. What implications do these standards hold for breeding practices?

For breeders aiming to produce the next World Dairy Expo Champion or an EX-97 cow, utilizing the American PTAT or the Canadian Conformation index is not just an option—they are essential tools in your breeding arsenal. While both PTAT and Conformation indices are invaluable, they are not interchangeable. This article will explore the distinctions between Canadian and American genetic evaluations for conformation and PTAT, shedding light on how each system functions and what sets them apart.

The Evolution of Genetic Evaluation Systems in Dairy Cattle: A Tale of Two Nations 

The historical trajectory of genetic evaluation systems in dairy cattle within Canada and the USA signifies an evolution of both countries’ dairy industries. Originally hinging on fundamental pedigree analysis, these systems have dramatically advanced with cutting-edge genetic technology and data analytics. Canada launched its first formal genetic evaluation for dairy cattle in the mid-20th century, focusing on production traits. By the 1970s, Canadian dairy scientists incorporated type traits, utilizing linear classification systems to quantify conformation characteristics. This method allowed breeders to objectively evaluate and select superior dairy cattle based on body and udder traits. 

In parallel, the USA advanced from essential herd records to sophisticated evaluations, incorporating production and type traits by the 1980s. A key milestone was the establishment of Predicted Transmitting Ability (PTAT), revolutionizing how type traits were genetically assessed. PTAT provided a standardized measure allowing breeders to predict genetic merit regarding conformation, facilitating more informed breeding decisions. 

The 1990s and early 2000s marked a crucial phase with genomic evaluations. Canada and the USA swiftly integrated genomic data, increasing accuracy and efficiency. Genomic selection enabled early identification of desirable traits, accelerating genetic progress and enhancing herd quality. Collaborative efforts between Canadian and American dairy geneticists have recently refined methodologies, incorporating advanced statistical models and extensive phenotype databases. 

Today, the genetic evaluation systems in both nations reflect a blend of historical advancements and modern innovations. Conformation and PTAT assessments are entrenched in a framework valuing genetic merit for production, longevity, health, and robustness, ensuring dairy cattle improvement remains responsive to the industry’s evolving demands.

Dairy Cattle Conformation in Canada: An Intricate Evaluation Framework 

Genetic evaluations for dairy cattle conformation in Canada meticulously examine a comprehensive set of traits. Key characteristics like stature, chest width, body depth, angularity, rump angle, and leg traits are assessed to ensure aesthetic appeal and functional efficiency, particularly for durability and productivity.  

Mammary system traits, including udder depth, teat length, and placement, are critical for milking efficiency and udder health. Feet and leg conformation, which is vital for mobility and longevity, is also evaluated.  

In Canada, conformation blends individual traits like udder attachment and teat placement into a single index. Each trait is scored meticulously, providing a detailed evaluation of an animal’s overall conformation. This approach helps breeders make informed decisions, improving dairy cattle’s genetic quality and functional efficiency. Integrating these traits into one index highlights the importance of a balanced dairy cow. Traits such as udder conformation, feet, leg health, and overall robustness work together to enhance performance and longevity in a herd.

The Canadian Dairy Network (CDN) spearheads this complex evaluation process. Utilizing advanced genetic methodologies, the CDN integrates phenotypic data with genetic models to offer accurate breeding values. This scientific approach strengthens the genetic quality of the Canadian dairy herd.  

Supporting organizations, such as Lactanet and Holstein Canada, play crucial roles. Lactanet provides comprehensive herd management services, including conformation assessments. Holstein Canada sets standards and trains classifiers for consistent on-farm evaluations.   These organizations form a network dedicated to enhancing the genetic standards of dairy cattle through diligent conformation evaluations, supporting breeders in informed selection decisions, and maintaining Canada’s reputation for producing world-class dairy cattle.

PTAT and Comprehensive Type Evaluation in the United States: A Framework for Genetic Excellence 

In the United States, dairy cattle conformation evaluation hinges on the Predicted Transmitting Ability for Type (PTAT) and a detailed type evaluation system. Unlike Canada, where conformation is a composite index of individual traits, PTAT in the United States is calculated based on the final classification score about herd mates. PTAT assesses an animal’s genetic potential to pass on type traits to its offspring, focusing on various aspects of physical structure, such as stature, body depth, and udder conformation. Critical traits include:

  • Stature: The height of the animal at the shoulders and hips.
  • Udder Depth: The distance from the udder floor to the hock affects milk production efficiency.
  • Body Depth: The depth of the ribcage, indicating overall body capacity.
  • Foot Angle: The angle and structure of the foot influence mobility and longevity.
  • Rear Leg Side View: The curvature of the rear legs when viewed from the side.

These traits are meticulously recorded and analyzed for a robust genetic evaluation. Under the USDA, the Council on Dairy Cattle Breeding (CDCB) leads the effort in collecting, analyzing, and sharing genetic and genomic evaluations. Their extensive nationwide database, sourced from dairy farms, provides comprehensive genetic insights. 

Breed-specific organizations like the Holstein Association USA and the American Jersey Cattle Association (AJCA) refine evaluations for specific breeds. They collaborate with the CDCB to ensure accurate and relevant assessments, offer educational resources to breeders, and promote best practices in genetic selection. This collaborative framework ensures that U.S. dairy farmers have access to cutting-edge genetic information, enhancing the genetic merit of dairy herds and advancing dairy cattle breeding nationwide.

Unified Yet Diverse: Genetic Indices Shaping Dairy Excellence in North America 

For decades, significant efforts have been undertaken to harmonize the evaluation of type traits and the classification programs generating the requisite data for genetic evaluations on an international scale. While substantial progress has been achieved, occasional surprises still emerge. These unforeseen developments typically pertain not to production traits but to type and management traits. 

In Canada, Conformation is quantified on a scale where each standard deviation equals five points. Conversely, the United States expresses PTAT in standard deviations. Consequently, a confirmation score of 5 in Canada generally corresponds to a PTAT score of 1 in the U.S. However, assuming a direct equivalence between a PTAT of 1 and a Conformation score of 5 can be misleading. Lactanet in Canada recently conducted an extensive study comparing over 4,000 bulls with daughters and genetic proofs in both countries to elucidate this. The correlation between the TPI and LPI was notably high at 0.93.
Interestingly, the correlation between Canada’s Pro$ and the TPI was even higher, reaching 0.95. As anticipated, production traits demonstrated strong correlations, with Milk at 0.93, Fat at 0.97, and Protein at 0.95, given that production can be measured objectively. However, the variations were more pronounced when evaluating the type of health and management traits.

Type Indexes

The correlation between PTAT in the United States and Conformation in Canada is 0.76. In the United States, the direct contribution of type to the Total Performance Index (TPI) emerges from three primary sources: the PTAT (8%), the udder composite (11%), and the feet & leg composite (6%). In Canada, these components are called Conformation, Mammary System, and Feet & Legs, respectively. A crucial point to understand is that these are composite indices composed of various individual traits within each category, and each nation applies a distinctive formula to weight these traits. Consequently, the differing weightings lead to modestly lower correlations for udders (0.80) and feet & legs (0.65). It’s also essential to recognize that both composites are adjusted in each country to be independent of stature. This adjustment allows for the specific selection of udder or leg improvements without inadvertently promoting increased stature.

Mammary System

Among the mammary system traits, evaluations of Udder Depth (0.95), Teat Length (0.94), Rear Teat Placement (0.90), Fore Teat Placement (0.87), and Fore Attachment (0.93) exhibit remarkable consistency between Canada and the United States. Nevertheless, a divergent perspective emerges with Median Suspensory (0.73), Rear Udder Height (0.78), and Rear Udder Width (0.66), which display significantly lower correlations. This disparity suggests that traits such as rear udder height, rear udder width, and suspensory ligament are appraised with varying degrees of emphasis and interpretation in each country.

Feet and Legs

Feet and legs exhibit a moderate correlation of 0.65 between Canada and the United States. Examining specific traits within this category, the rear leg side view reveals a high correlation of 0.91, indicating substantial similarity between the countries. However, the rear leg rear view (0.76) and foot angle (0.73) diverge more significantly. A noteworthy distinction lies in the traits recorded: while foot angle is commonly observed globally, Canada also measures heel depth. The rationale behind this difference stems from the susceptibility of foot angle to recent hoof trimming, a variable that does not affect heel depth. 

The overarching objective of selecting for superior feet and legs is to mitigate lameness and enhance longevity. In Canada, the mammary system exhibits a 0.25 correlation with herd life, slightly higher than the composite feet and legs score of 0.22. Yet, individual traits within this composite tell a different story. Foot angle shows a negative correlation with longevity at -0.16, whereas heel depth, boasting a positive correlation of +0.20, stands out prominently. This raises a pertinent question: why is heel depth not universally recorded over foot angle? 

Further analysis of specific traits reveals minimal impact on longevity. The rear leg side view holds a correlation of -0.08, the rear leg rear view is 0.03, locomotion is 0.05, and bone quality is a mere -0.01. Given these negligible impacts, particularly bone quality in its current linear measurement, it might be worth exploring its assessment as a medial optimum trait, balancing frailty and coarseness. 

Additionally, Canada uniquely records front legs, correlating with her life at 0.18, second only to heel depth. In the broader context of overall frame traits, stature maintains a high concordance at 0.97 between both countries. In contrast, body depth (0.71) and chest width (expressed as strength in US evaluations, 0.69) have lower correlations, highlighting regional differences in evaluation emphasis.

The Bottom Line

Examining genetic evaluations for dairy cattle conformation and type in Canada and the USA reveals distinctive approaches and converging goals, underlining the importance of tailored yet comprehensive systems. We’ve explored the evolution of genetic frameworks in both nations, highlighting Canada’s detailed evaluations and the USA’s focus on PTAT and holistic type assessment. From composite traits to specific evaluations of mammary systems and feet and legs, each country aims to boost genetic excellence in dairy cattle.  

As these systems continue to adapt to scientific advancements and industry needs, the goal remains to develop a robust, genetically superior dairy cattle population capable of thriving in diverse environments. This endeavor highlights the critical intersection of genetic science, industry priorities, and animal welfare, shaping the future of dairy cattle breeding. While methods may differ, the objective is shared: achieving dairy excellence through rigorous and innovative genetic evaluations that benefit producers, consumers, and cattle. Collaborations and continual improvements ensure  North America stays at the forefront of dairy cattle genetics, leading global dairy production

Key Takeaways:

  • The genetic evaluation systems for dairy cattle conformation in Canada and the USA have evolved with distinct methodologies, reflecting different priorities and breeding goals.
  • Canada emphasizes an intricate evaluation framework that assesses a variety of composite traits, ensuring a comprehensive understanding of a cow’s overall physical attributes.
  • In the USA, PTAT (Predicted Transmitting Ability for Type) serves as a crucial metric, further supported by detailed evaluations of specific type traits to drive genetic excellence.
  • Both nations utilize genetic indices that consider multiple aspects of conformation, significantly contributing to the genetic advancement and overall quality of dairy cattle.
  • Feet and legs, as well as mammary systems, are critical areas of focus in both Canadian and American evaluation systems, reflecting their importance in dairy cattle productivity and longevity.
  • The integration of scientific research and technological advancements has been instrumental in refining genetic evaluations, as referenced by numerous studies and scholarly articles.

Summary:

Genetic evaluation systems in dairy cattle in Canada and the USA have evolved through historical advancements and modern innovations. Canada introduced its first formal genetic evaluation in the mid-20th century, focusing on production traits. By the 1970s, Canadian dairy scientists integrated type traits and linear classification systems to quantify conformation characteristics, allowing breeders to objectively evaluate and select superior cattle. The USA advanced from essential herd records to sophisticated evaluations by the 1980s, with the establishment of Predicted Transmitting Ability (PTAT). The 1990s and early 2000s saw a crucial phase with genomic evaluations, integrating genomic data to increase accuracy and efficiency. Today, genetic evaluation systems in both countries value genetic merit for production, longevity, health, and robustness. Supporting organizations like Lactanet and Holstein Canada play crucial roles in enhancing genetic standards and maintaining Canada’s reputation for producing world-class dairy cattle.

Learn more:

Wham! Bam! Thank You, Ma’am…Why breeding decisions require more thought and consideration

Unlock the secrets to successful dairy cattle breeding. Are your decisions thoughtful enough to ensure optimal results? Discover why careful planning is essential.

Understanding the intricacies of dairy cattle breeding is not a task to be taken lightly. It’s a complex art that requires thoughtful decisions, which serve as the bedrock of a sustainable farm. These decisions, whether immediate or long-term, have a profound impact on your herd’s vitality and the economic success of your dairy farming. 

Today’s decisions will affect your herd’s sustainability, health, and output for future generations. Breeding dairy cattle means choosing animals that enhance the genetic pool, guaranteeing better and more plentiful progeny. The variety of elements involved in these choices, from illness resistance to genetic diversity, cannot be overestimated.

This article is designed to empower you to make informed breeding choices. It emphasizes the importance of balancing short-term needs with long-term goals and the role of technology in modern breeding methods. 

The Critical Role of Thoughtful Decisions in Dairy Cattle Breeding

Think about how closely environment, managerial techniques, and genetics interact. Your herd’s future is shaped via deliberate breeding aims. It’s not just about selecting the best-yielding bull; it’s also about matching selections with long-term goals like improving features like milk production, fertility, and health while appreciating genetic links impacting temperament and other characteristics.

Genetic enhancement in dairy breeding is a blend of science and art. It requires a deep understanding of your business’s beneficial traits. This involves a continuous commitment to change, particularly in understanding the genetic links between variables like milk production or health and temperament. The choice of sire must be intelligent and comprehensive, considering all these factors.

Including temperamental qualities in breeding plans highlights the difficulty of these choices. Environmental factors across different production systems affect trait expression, so precise data collection is essential. Informed judgments, well-defined breeding goals, and coordinated efforts toward particular goals depend on milk yield data, health records, and pedigrees.

Decisions on thoughtful breeding are vital. They call for strategy, knowledge, and awareness. By concentrating on controllable variables and employing thorough herd data, dairy farmers may guide their operations toward sustainable, lucrative results, ensuring future success.

Understanding Genetic Selection for Optimal Dairy Cattle Breeding

Choosing bulls for certain features shows the mix of science and art in dairy cow breeding. Apart from increasing output, the objectives include guaranteeing sustainability, health, and behavior and focusing on excellent productivity, health, and good behavior. Positive assortative mating, which is breeding individuals with similar traits, helps raise milk output and herd quality.

A well-organized breeding program must include explicit selection criteria and control of genetic variety to avoid inbreeding. Crucially, genomic testing finds animals with excellent genetic potential for milk output, illness resistance, and temperament. Friedrich et al.’s 2016 work underlines the relevance of genetic variations influencing milk production and behavior.

Genomic discoveries in Canada have improved milking temperament and shown the genetic linkages between temperament and other essential characteristics. Breeders must provide sires with proven genetic value as the priority, confirmed by thorough assessments so that genetic advancement fits production targets and sustainable health.

The Long-Term Benefits of Strategic Breeding Decisions

Strategic breeding decisions are not just about immediate gains; they shape your herd’s future resilience and output. By emphasizing the long-term benefits, we aim to foster a sense of foresight and future planning, ensuring sustainability and enhancing genetic development. Choosing sires with high health qualities helps save veterinary expenses and boost overall herd vitality, enabling the herd to withstand environmental challenges and diseases. This forward-thinking strategy prepares your dairy business for a prosperous future.

Genetic variety also lessens vulnerability to genetic illnesses. It improves a breeding program’s flexibility to market needs, climatic change, or newly developing diseases. While preserving conformation and fertility, setting breeding objectives such as increasing milk supply calls for careful balance but produces consistent genetic progress.

The evolution of genetic testing is revolutionizing dairy cow breeding. This method allows for precisely identifying superior animals, empowering farmers to make informed breeding choices and accelerate genetic gains. The assurance of resource optimization ensures that only the most significant genetic material is utilized, guaranteeing the best herd health and production outcome. This reassurance about the effectiveness of modern techniques aims to inspire confidence and trust in these methods.

Performance-based evaluation of breeding programs guarantees they change with the herd’s demands and industry changes. This means that your breeding program should be flexible and adaptable, responding to the needs of your herd and industry changes. Using sexed semen and implanted embryos gives more control over genetic results, enabling strategic herd growth.

Well-considered breeding choices produce a high-producing, well-rounded herd in health, fertility, and lifespan. Balancing production, sustainability, and animal welfare, this all-encompassing strategy prepares dairy farms for long-term success.

Tools and Techniques for Making Informed Breeding Decisions

Although running a successful dairy cow breeding program is a diverse task, you are not alone. Genetic testing is a method for identifying early animals with excellent illness resistance and milk output. This scientific breeding method improves genetic potential, promoting profitability and sustainability. Having such instruments helps you know that you have the means to make wise breeding selections. This section will delve into the various tools and techniques available as a breeder or dairy farmer and how they can help you make informed breeding decisions.

One cannot stress the importance of herd statistics in guiding wise breeding choices. Correct data on milk output, health, and pedigree let breeders make wise decisions. This data-centric strategy lowers negative traits by spotting and enhancing desired genetic features, producing a more robust and healthy herd.

Retaining genetic variety is also vital. Strictly concentrating on top achievers might cause inbreeding, compromising herd health. A balanced breeding program with well-defined requirements and variety guarantees a solid and efficient herd.

For guiding the gender ratio towards female calves, sexed semen technology is becoming more and more common, hence improving milk production capacities. Similarly, intentionally improving herd genetics by implanting embryos from elite donors utilizing top indexing sires enhances.

Fundamentals are regular examinations and changes in breeding strategies. Examining historical results, present performance, and new scientific discoveries helps to keep the breeding program in line.

Avoiding Common Pitfalls in Dairy Cattle Breeding 

None of even the most incredible instruments can prevent all breeding hazards. One often-common error is depending too much on pedigree data without current performance records. Although pedigrees provide background, they need to be matched with current statistics.

Another problem is ignoring concerns about inbreeding. While this may draw attention to positive qualities, it can also cause genetic problems and lower fertility. Tracking inbreeding and promoting genetic variety is crucial.

Ignoring health in favor of more than simply production characteristics like milk output costs money. A balanced strategy values udder health and disease resistance and guarantees long-term herd sustainability.

Ignoring animal temperament is as troublesome. Choosing excellent temperaments helps handler safety and herd well-being as stress lowers output.

Adaptation and ongoing education are very vital. As welfare standards and genetics improve, the dairy sector changes. Maintaining the success of breeding programs depends on being informed by studies and professional assistance.

Avoiding these traps calls for coordinated approaches overall. Maintaining genetic variety, prioritizing health features, and pledging continuous learning help dairy herds be long-term successful and healthy using historical and modern data.

The Economics of Thoughtful Breeding: Cost vs. Benefit

CostBenefit
Initial Investment in High-Quality GeneticsHigher Lifetime Milk Production
Use of Genomic TestingImproved Disease Resistance and Longevity
Training and Education for Breeding TechniquesEnhanced Breeding Efficiency and Reduced Errors
Advanced Reproductive TechnologiesAccelerated Genetic Gains and Shortened Generation Intervals
Regular Health Monitoring and Veterinary CareDecreased Mortality and Morbidity Rates
Optimized Nutritional ProgramsImproved Milk Yield and Reproductive Performance

Although the first expenses of starting a strategic breeding program might appear overwhelming, the long-term financial gains often exceed these outlay. Modern methods like genetic testing, which, while expensive initially, may significantly minimize the time needed to choose the finest animals for breeding, are included in a well-considered breeding strategy. This guarantees that only the best indexing sires help produce future generations and simplifies choosing.

Furthermore, employing sexed semen and implanted embryos helps regulate the herd’s genetic direction more precisely, thus maybe increasing milk output, enhancing general productivity, and improving health. Such improvements immediately result in lower expenses on veterinarian treatments and other health-related costs and more milk production income.

One must also consider the financial consequences of juggling lifespan and health with production characteristics. Although sound milk output is crucial, neglecting elements like temperament and general health might result in more expenses for handling complex animals. Including a comprehensive breeding strategy guarantees a more resilient and productive herd, providing superior returns over time.

Furthermore, ongoing assessment and program modification of breeding initiatives enables the best use of resources. By carefully documenting economically important characteristics, dairy producers may maximize efficiency and production and make wise judgments. This data-driven strategy also helps identify areas for development, guaranteeing that the breeding program develops in line with the herd’s and the market’s requirements.

Ultimately, knowledge and use of these long-term advantages determine the financial success of a deliberate breeding plan. Although the initial outlay might be significant, the benefits—shown in a better, more efficient herd—may guarantee and even improve the financial sustainability of a dairy running for years to come.

The Future of Dairy Cattle Breeding: Trends and Innovations

YearExpected Improvement in Milk Yield (liters/year)Expected Increase in Longevity (months)Projected Genetic Gains in Health Traits
2025200310%
2030350515%
2035500720%

As the dairy sector develops, new trends and ideas change cow breeding. Genomic technology has transformed genetic selection, making it possible to identify desired features such as milk production and disease resistance. This speeds up genetic advancement and increases the precision of breeding choices.

Furthermore, data analytics and machine learning are increasing, which enable breeders to examine vast performance and genetic data. These instruments allow individualized breeding techniques to fit particular herd objectives and environmental variables and, more precisely, estimate breeding results. This data-driven strategy guarantees that every choice is measured toward long-term sustainability and output.

Additionally, holistic breeding goals, including environmental sustainability and animal welfare, are increasingly stressed. These days, breeders prioritize milking temperament, lifespan, and feed efficiency. Studies like Friedrich et al. (2016) show the genetic connections between specific characteristics and general agricultural profitability.

Reproductive technologies like in vitro fertilization (IVF) and embryo transfer (ET) powerfully shape dairy cow breeding. These techniques improve herd quality via the fast multiplication of superior genetics. Combined with genetic selection, these technologies provide unheard-of possibilities to fulfill farmers’ particular needs, from increasing milk output to enhancing disease resistance.

The sector is nevertheless driven forward by combining biotechnology with sophisticated breeding techniques. Precision genetic changes made possible by gene editing technologies such as CRISpen introduce desired phenotypes. From improving efficiency to reducing the environmental effects of cattle production, these developments solve essential problems in dairy farming.

Finally, the complex interaction of genetics, data analytics, reproductive technologies, and biotech developments defines the direction of dairy cow breeding. Using these instruments helps dairy farmers make wise, strategic breeding choices that guarantee their herds flourish in a changing agricultural environment.

The Bottom Line

In essence, wise decision-making determines the success of your dairy cattle production program. Understanding genetic selection, matching production features with health, and using modern methods can help you improve herd performance. A sustained business depends on avoiding typical mistakes and prioritizing economic issues.

Investing in careful breeding plans can help you turn your attention from transient profits to long-term rewards. Give characteristics that increase income priority and reduce costs. One benefits greatly from a comprehensive strategy involving efficient feed cost control and consideration of herd wellbeing.

Thinking about the long-term consequences of your breeding decisions results in a solid and profitable herd. Maintaining knowledge and initiative in breeding choices is crucial as the sector changes with fresh ideas and trends. Commit to deliberate, strategic breeding today and see how your herd performs and how your bottom line changes.

Key Takeaways:

  • Thoughtful breeding decisions are vital for the long-term health and productivity of dairy herds.
  • The selection of genetic traits should be backed by comprehensive data and rigorous analysis.
  • Strategic breeding can enhance milk production, disease resistance, and herd quality over generations.
  • Investing in high-quality genetics upfront leads to significant economic benefits over time.
  • Modern tools and technologies, such as genomic testing, play a crucial role in informed breeding decisions.

Summary

Dairy cattle breeding is a complex process that requires strategic decision-making and careful selection of animals to ensure healthier and more productive offspring. Genetic improvement in dairy breeding is both science and art, requiring a deep understanding of beneficial traits. Sire selection must be comprehensive and strategic, involving accurate data collection from milk yield, health records, and pedigrees. Positive assortative mating, which focuses on high productivity, health, and favorable behaviors, significantly improves milk production and herd quality. A well-structured breeding program requires clear selection criteria and genetic diversity management to prevent inbreeding. Genomic testing is critical for identifying animals with top genetic potential for milk yield, disease resistance, and temperament. Breeders must prioritize sires with proven genetic merit, validated through rigorous evaluations, to align genetic progress with sustainable health and productivity goals. The economics of thoughtful breeding include cost vs. benefit, with initial investment in high-quality genetics leading to higher lifetime milk production, improved disease resistance, enhanced breeding efficiency, reduced errors, advanced reproductive technologies, regular health monitoring, veterinary care, and optimized nutritional programs.

Learn More

In the realm of dairy cattle breeding, knowledge is power. To make informed decisions that will lead to healthier, more productive herds, it’s essential to stay updated on the latest strategies and techniques. Here are some valuable resources to deepen your understanding: 

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