Vetology’s New and Updated Canine Abdomen Reports

Vetology’s New and Updated Canine Abdomen Reports

by | Dec 12, 2024 | News

Screening for Canine Abdomen Conditions Just Got Better with Vetology’s New and Updated Classifiers

FOR IMMEDIATE RELEASE

San Diego, CA — Dec. 12, 2024 — Vetology Innovations, LLC is excited to unveil its latest advancements in veterinary artificial intelligence with the release of new and updated classifiers for canine abdomen conditions. These updates, now live on the Vetology platform, extend the screening capabilities of our virtual AI radiology reports.

“At Vetology, innovation is driven by the needs of the veterinary community,” said Dr. Seth Wallack, DACVR, President and Founder of Vetology. “These new classifiers are a testament to our commitment to providing tools that make a real difference in patient care and clinical decision-making. By combining user feedback with rigorous testing, we’ve created a smarter, more reliable diagnostic tool.”

The updated classifiers address common conditions in the canine abdomen that can be challenging to diagnose, including hepatomegaly, splenic masses, nephroliths, and gastrointestinal obstructions. Each of our existing classifiers has been retrained, validated, and reviewed by board-certified radiologists to ensure the highest standards of specificity and sensitivity are achieved in this latest update.

What's New?

Eric Goldman, President of Vetology, highlighted the technical milestones achieved in this release. “Our goal was to refine and expand our AI without disrupting clinical workflows. These updates represent a significant step forward, combining advanced machine learning and computer vision with practical, real-world applications.”
The number of classifiers in the canine abdomen alone now stands at 21, of which 14 are new. Eric Goldman continued, adding: “this update underscores our commitment to delivering real-time support for veterinarians in identifying and addressing complex conditions.”

Improved Performance on Existing Classifiers: Using direct feedback from Vetology clients, our existing classifiers underwent retraining to enhance sensitivity and specificity.

Expanded Diagnostic Capabilities: With our increased range of identifiable markers of disease and obstruction, the 14 new classifiers offer more actionable insights, offering veterinarians greater confidence in their diagnoses.

Refined Report Format: Modeled after the feline abdomen release, the new report style emphasizes clarity and actionable screening results, mirroring the format of a board-certified radiologist’s report.

“Our team has worked tirelessly to bring these advancements to life,” said Cory Clemmons, Chief Technology Officer at Vetology. “This release wouldn’t have been possible without the dedication of our engineers and the invaluable collaboration with our in-house radiologists. Vetology’s classifiers are not just about numbers; they’re about enabling veterinarians to make confident decisions. Each new addition is the result of careful planning, rigorous validation, and feedback from practicing clinicians to ensure relevance and reliability”, he added.

Next Steps

Existing clients do not need to take any additional steps to benefit from these updates. The improved canine abdomen classifiers are live and integrated into the Vetology platform. Simply continue your daily workflow, and the enhanced capabilities will be reflected in your next canine abdomen radiographs.

For those not yet using Vetology, this release is an invitation to experience the future of veterinary diagnostics. With Virtual AI Radiology Reports and teleradiology services, Vetology offers a comprehensive solution tailored to the needs of modern veterinary practices.

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Schedule a Demo Today

Discover how Vetology AI can elevate your diagnostic workflow. Contact us for a demo and see firsthand how our tools can transform your practice. 

ABOUT VETOLOGY

Vetology is a leading innovator in veterinary artificial intelligence and teleradiology, dedicated to enhancing diagnostic confidence and efficiency. Our AI-powered tools and teleradiology services support swift, informed treatment decisions. Vetology combines advanced imaging solutions with strong professional relationships to help veterinary teams deliver exceptional care.

Contact us for more information

Fresh and Refreshed Canine Abdomen Classifiers Now Out

Fresh and Refreshed Canine Abdomen Classifiers Now Out

by | Dec 12, 2024 | AI Software

Screening for Canine Abdomen Conditions Just Got Better with our New and Updated Classifiers

At Vetology, we’re constantly pushing the boundaries of veterinary AI to support your diagnostic needs. That’s why we’re excited to announce the latest update to our Canine Abdomen Virtual AI Radiology Reports!

This release features new and improved classifiers, a combination of the feedback from our clients on our existing canine abdomen classifiers, paired with an expanded range of conditions. Whether you’re an existing client or you’re curious about what Vetology AI can offer, these updates represent a leap forward in diagnostic support for your practice.

Outline drawing of a dog with the abdomen highlighted

What's New?

Improved Performance on Existing Classifiers

Our current canine abdomen classifiers have undergone rigorous retraining and validation to enhance their accuracy. Here’s how we’ve made them better:

  • User Feedback in Action: Direct input through our simple feedback system has been instrumental in guiding our efforts. Coupled with expanded datasets, this process has driven measurable improvements in our AI’s performance.
  • “Golden Set” Validation: Each classifier is tested against a gold-standard dataset reviewed by radiologists to ensure accuracy. While our AI is designed to handle real-world variability, clear and well-positioned radiographs consistently yield the best results.
  • Sensitivity and Specificity: We use a confusion matrix to evaluate classifier performance and only release updates that meet our strict internal standards for reliability and precision.
Expanded Capabilities = More Value

Our newly updated classifiers significantly broaden the range of conditions our AI can identify. With more actionable insights in each report, you can expect even greater support in your diagnostic workflow.

Refined Report Style

In addition to improved classifiers, we’ve updated the style of our reports to align with the clarity and structure you’ve seen in our recent feline abdomen release. These enhancements provide clearer conclusions and actionable recommendations in a format similar to a board-certified radiologist’s report.

Summary of the conditions and disease processes (classifiers) included in our Canine Abdomen Automated AI Radiology Reports:

Vetology’s AI classifiers are thoughtfully curated to assist veterinarians in addressing complex and frequently encountered conditions requiring radiologist expertise.

The AI-driven screening results in our Virtual AI radiologist report focus on identifying and characterizing diseases that challenge clinical assessment.

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  • Liver: Hepatomegaly, hepatic mass, microhepatia.
  • Spleen: Splenomegaly, splenic mass.
  • Kidneys: Right kidney size, right nephroliths, left kidney size, left nephroliths.
  • Gastrointestinal Tract: Mineral/metal gastric material, gastric contents, pyloric/gastric outflow tract obstruction, gastric rugal folds, small intestine distension (mechanical ileus), Small intestine contents, mineral/metal small intestine material, colon diffuse distension, colon contents, spastic colon wall.
  • Urogenital: Urocystoliths/Urethroliths, Mineralized fetal skeletons/pregnancy.
  • Peritoneum: Decreased serosal detail.

Effortless Updates, Seamless Workflow

Vetology AI is designed to save you time while supporting better patient outcomes. By incorporating the latest advancements in machine learning and listening to your feedback, we’re making diagnostic support more reliable and comprehensive than ever.

If you’re not already a Vetology client, now is the perfect time to explore how our AI and teleradiology solutions can transform your practice.

Schedule Your Demo Today!

Want to see how Vetology AI can alter your diagnostic workflow? Contact us today for a demo of our Virtual AI Radiology Reports and teleradiology services.

We encourage you to share this update with your team and colleagues and join us in advancing veterinary diagnostics together.

Vetology’s New and Updated Canine Abdomen Reports

Welcoming Dr. John Mattoon, DACVR to Vetology

by | Dec 5, 2024 | News

Vetology Welcomes John Mattoon, DVM, DACVR, as Senior Medical Advisor

FOR IMMEDIATE RELEASE

San Diego, CA – Dec. 5 2024,  — Vetology is thrilled to announce that John Mattoon, DVM, DACVR, has joined our team as Senior Medical Advisor. A distinguished veterinary radiologist with over 40 years of experience, Dr. Mattoon will play a critical role in advancing Vetology’s mission to deliver AI-driven imaging tools for the veterinary community.

Dr. Mattoon is widely recognized for his significant contributions to veterinary diagnostic imaging. As the co-editor of the textbook Small Animal Diagnostic Ultrasound and the author of more than 90 publications, his dedication to education and innovation has left an indelible mark on the field. His career spans decades of service as a clinician, educator, and thought leader, making him an invaluable addition to the Vetology team.

In his role at Vetology, Dr. Mattoon will:

  • Drive Innovation and Education: Support the development of webinars, training guides, and educational resources for veterinarians and radiologists.

  • Enhance Clinical Expertise: Collaborate with Vetology’s technical and customer service teams to ensure clinical precision and reliability.

  • Promote Transparency and Metrics: Establish meaningful metrics that foster transparency with radiologists and the American College of Veterinary Radiology (ACVR).

Dr. Mattoon’s guidance will be instrumental as Vetology continues to expand its suite of AI classifiers for canine and feline patients, ensuring that each solution is firmly grounded in clinical excellence. His involvement underscores Vetology’s commitment to integrating the expertise of veterinary radiologists into the development of innovative diagnostic tools, ensuring accuracy and reliability for veterinary professionals worldwide.

“We are honored to have Dr. Mattoon join our team,” said Eric Goldman, President of Vetology. “His extensive experience and unparalleled knowledge in veterinary diagnostic imaging will be a driving force as we continue to innovate and support veterinarians in delivering the highest level of care to their patients.”

Vetology remains dedicated to pushing the boundaries of AI in veterinary medicine while prioritizing clinical precision and patient safety. The addition of Dr. Mattoon reinforces this commitment, ensuring that every tool and resource Vetology offers meets the highest standards of quality and efficacy.

Please join us in welcoming Dr. John Mattoon to the Vetology team. Together, we look forward to advancing veterinary diagnostics and supporting the critical work of veterinarians and radiologists worldwide.

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Schedule a Demo Today

Discover how Vetology AI can elevate your diagnostic workflow. Contact us for a demo and see firsthand how our tools can transform your practice.

About Vetology

Vetology is a leading innovator in veterinary artificial intelligence and teleradiology dedicated to enhancing diagnostic confidence and efficiency. Our AI-powered tools and teleradiology services support swift, informed treatment decisions. Vetology combines advanced imaging solutions with strong professional relationships to help veterinary teams deliver exceptional care.

Contact us for more information

Good Machine Learning Practices (GMLP) Statement for Vetology’s AI X-ray Screening Tool

Good Machine Learning Practices (GMLP) Statement for Vetology’s AI X-ray Screening Tool

by | Dec 3, 2024 | AI Software, reviews2

Good Machine Learning Practices (GMLP) Statement

Vetology is committed to advancing veterinary medicine through innovative technologies. Our AI-powered tool for screening canine and feline X-rays exemplifies our dedication to enhancing diagnostic accuracy and efficiency. This statement outlines our adherence to Good Machine Learning Practices (GMLP) across the development, deployment, and maintenance of our AI model.  

US FDA Related Links:

graphic suggesting how the system is trained.

A. Explanation of AI Model Development

Our AI model is developed using a rigorous and systematic process to ensure reliability and clinical relevance.

  • Data Collection and Preprocessing: We aggregate a diverse dataset of anonymized canine and feline X-rays from various sources to capture a wide range of anatomical variations and pathological conditions. Data is de-identified in compliance with privacy regulations.
  • Annotation and Labeling: Experienced veterinary radiologists annotate the images, providing high-quality labels that serve as ground truth for training. This ensures that the model learns from expert interpretations.
  • Model Architecture: We employ state-of-the-art deep learning architectures optimized for image analysis, such as convolutional neural networks (CNNs), to effectively process and interpret radiographic images.
  • Training Process: The model is trained using supervised learning techniques with hyperparameter tuning to optimize performance metrics like accuracy, sensitivity, and specificity.
  • Bias Mitigation: We actively identify and mitigate potential biases by ensuring balanced representation across species, breeds, ages, and pathological conditions in the training dataset.

B. Explanation of AI Model Pre-release Assurance of Safety and Effectiveness

Before releasing the AI tool, we conduct comprehensive evaluations to ensure it meets safety and efficacy standards.

  • Validation Studies: The model undergoes rigorous validation using separate datasets not seen during training to assess its generalizability and robustness.
  • Performance Metrics: We evaluate key performance indicators, including accuracy, sensitivity, specificity, and area under the ROC curve (AUC), to quantify the model’s diagnostic capabilities.
  • Clinical Testing: Pilot studies are conducted in clinical settings where veterinary professionals use the tool in real-world scenarios to provide feedback on usability and effectiveness.
  • Regulatory Compliance: We ensure that our AI tool complies with FDA guidelines for Good Machine Learning Practices.
  • Risk Assessment: A thorough risk analysis is performed to identify potential failure modes, and appropriate safeguards are implemented to mitigate any identified risks.

C. Explanation of AI Production Model Deployment and Ongoing Monitoring

Upon deployment, we maintain vigilant oversight of the AI tool’s performance and impact.

  • Integration with Existing Systems: The AI tool is seamlessly integrated into veterinary workflows, ensuring minimal disruption and maximal utility.
  • User Training and Support: We provide comprehensive training materials and support services to help veterinary professionals effectively utilize the tool.
  • Performance Monitoring: Continuous monitoring systems are in place to track the model’s performance in real-time, detecting any deviations from expected outcomes.
  • Feedback Mechanisms: We encourage and facilitate user feedback to identify any issues or areas for improvement, fostering a collaborative environment for refinement.
  • Data Security: Robust security protocols protect sensitive data during transmission and storage, complying with industry standards for data protection.

D. Explanation of AI Device Ongoing Re-training, Modifications, and Versioning

We recognize the importance of keeping the AI model current with evolving medical knowledge and practices.

  • Periodic Re-training: The model is periodically retrained with new data to incorporate the latest findings and address any drift in performance.
  • Change Management: Any modifications to the model undergo a structured change management process, including re-validation and documentation.
  • Version Control: We maintain strict version control, documenting changes between versions and ensuring traceability of updates.
  • Regulatory Updates: Updates to the model are evaluated for regulatory impact, and we ensure continued compliance with applicable regulations.
  • Transparency: Users are informed of significant updates or changes to the AI tool, including improvements in performance or functionality.

Conclusion

Vetology is dedicated to providing safe, effective, and reliable AI solutions for veterinary radiology. Through adherence to Good Machine Learning Practices, we strive to enhance diagnostic capabilities while maintaining the highest standards of quality and ethics.

New Release: Features of our AI-Radiology Reports for the Feline Abdomen

New Release: Features of our AI-Radiology Reports for the Feline Abdomen

by | Oct 2, 2024 | AI Software

We’re excited to introduce our newest addition to the Vetology suite:

This new release takes our AI Radiology Reports to the next level by automating the analysis of feline abdominal radiographs.

Introducing Enhanced AI-driven Conclusions

This enhancement enables our AI to deliver richer, more detailed conclusions in the familiar style of a boarded radiologist’s report, offering actionable insights on screening results. As part of our feline abdomen release, AI report conclusions will include suggested next steps and differential diagnoses when appropriate, providing additional context to the report’s findings.

At Vetology, our AI is continuously evolving. Your feedback — both in-app and in-person — plays a vital role in shaping regular updates and improvements.

In the coming months, you can expect to see matching updates and richer conclusions in our canine abdomen reports.

Summary of the conditions and disease processes (classifiers) included in our Feline Abdomen Automated AI Radiology Reports:

illustration of cat featuring a call out on the feline abdomen

Liver: Hepatomegaly, Hepatic Masses

Spleen: Splenomegaly

Kidneys: Renomegaly (L + R), Nephroliths (L + R)

Urogenital: Urocystoliths, Urethroliths, Mineralized Fetal Skeletons (signs of pregnancy)

Gastrointestinal Tract: Mineral/metal Gastric Material, Gastric Rugal Folds, Megacolon

Peritoneum: Decreased Serosal Detail

Move through the diagnostic pathway more swiftly, and Free up valuable time to spend with patients and owners

By offering more contextual observations and fast screening results, our AI acts as a second set of eyes to confirm your own findings and boost your confidence in diagnostic and treatment planning for your patients.

Graphic showing the word easy

Imagine This:

You’ve just uploaded a well-exposed, well-positioned feline abdominal radiograph. Before you even move on to your next task, the AI screening report is ready—delivered to you within minutes.

The Best Part?

You didn’t need to change a thing. No extra steps, no software updates. The report appears seamlessly in the platform, linked to your case radiographs, just like all your other Vetology reports.

This Isn’t Science Fiction!

Feline Abdomen AI Radiology Reports are available to all Vetology AI subscribers now! Share the good news (and this email) with your medical team. Log in to Vetology.net below, and see it in action with your first feline abdomen radiograph!

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