ReviewJAMIA open2020
Veterinary informatics: forging the future between veterinary medicine, human medicine, and One Health initiatives-a joint paper by the Association for Veterinary Informatics (AVI) and the CTSA One Health Alliance (COHA).
Review in JAMIA open, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
27 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Towards mHealth applications for pet animal owners: a comprehensive literature review of requirements.BMC veterinary research · 2025Pooled it
- Review of applications of deep learning in veterinary diagnostics and animal health.Frontiers in veterinary science · 2025Pooled it
- Artificial Intelligence in Veterinary Neurology: Comparative Insights From Human Medicine and Cross-Species Technology Transfer.Veterinary medicine and science · 2026Review
- The Role of Migratory Birds in the Dissemination of Antimicrobial Resistance: A One Health Perspective.Veterinary sciences · 2026Article
- Fine-tuning foundational models to code diagnoses from veterinary health records.PLOS digital health · 2026Article
- A systematic audit of transparency and validation disclosure in commercial veterinary artificial intelligence.Frontiers in veterinary science · 2026Article
- Accuracy of owner-reported diagnoses for dogs enrolled in the Dog Aging Project as compared to veterinary electronic medical records.PloS one · 2026Article
- Retrospective multicenter analysis of causes of death in wild mammals in Southern Germany (2019-2023).Frontiers in veterinary science · 2026Article
- The missing link: electronic health record linkage across species offers opportunities for improving One Health.JAMIA open · 2025Article
- Comparative evaluation of CAM methods for enhancing explainability in veterinary radiography.Scientific reports · 2025Article
- Deep Learning-Based Classification of Canine Cataracts from Ocular B-Mode Ultrasound Images.Animals : an open access journal from MDPI · 2025Article
- Applications and Considerations of Artificial Intelligence in Veterinary Sciences: A Narrative Review.Veterinary medicine and science · 2025Review
- Developing a one health data integration framework focused on real-time pathogen surveillance and applied genomic epidemiology.One health outlook · 2025Article
- Recent Issues in the Development and Application of Targeted Therapies with Respect to Individual Animal Variability.Animals : an open access journal from MDPI · 2025Review
- Editorial: Best practices in clinical research conduct in veterinary medicine.Frontiers in veterinary science · 2024Article
- Development and validation of a machine learning model for clinical wellness visit classification in cats and dogs.Frontiers in veterinary science · 2024Article
- Artificial intelligence in veterinary medicine requires regulation.The Canadian veterinary journal = La revue veterinaire canadienne · 2023Article
- Intersecting Pathways in Bioinformatics and Translational Informatics: A One Health Perspective on Key Contributions and Future Directions.Yearbook of medical informatics · 2023Article
- Artificial Intelligence to Predict the BRAF V595E Mutation in Canine Urinary Bladder Urothelial Carcinomas.Animals : an open access journal from MDPI · 2023Article
- Editorial: Vetinformatics: an insight for decoding livestock systems throughFrontiers in veterinary science · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectivesThis manuscript reviews the current state of veterinary medical electronic health records and the ability to aggregate and analyze large datasets from multiple organizations and clinics. We also review analytical techniques as well as research efforts into veterinary informatics with a focus on applications relevant to human and animal medicine. Our goal is to provide references and context for these resources so that researchers can identify resources of interest and translational opportunities to advance the field. METHODS AND
resultsThis review covers various methods of veterinary informatics including natural language processing and machine learning techniques in brief and various ongoing and future projects. After detailing techniques and sources of data, we describe some of the challenges and opportunities within veterinary informatics as well as providing reviews of common One Health techniques and specific applications that affect both humans and animals. DISCUSSION: Current limitations in the field of veterinary informatics include limited sources of training data for developing machine learning and artificial intelligence algorithms, siloed data between academic institutions, corporate institutions, and many small private practices, and inconsistent data formats that make many integration problems difficult. Despite those limitations, there have been significant advancements in the field in the last few years and continued development of a few, key, large data resources that are available for interested clinicians and researchers. These real-world use cases and applications show current and significant future potential as veterinary informatics grows in importance. Veterinary informatics can forge new possibilities within veterinary medicine and between veterinary medicine, human medicine, and One Health initiatives.
Indexed as
Identifiers
What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.