ReviewAnimals : an open access journal from MDPI2021
Veterinary Big Data: When Data Goes to the Dogs.
Review in Animals : an open access journal from MDPI, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 1 of them a synthesis 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
18 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Exploring the Therapeutic Potential of BRCA1 and BRCA2 as Targets in Canine Oncology: A Comprehensive Review of Their Role in Cancer Development and Treatment.International journal of molecular sciences · 2025Pooled it
- Fine-tuning foundational models to code diagnoses from veterinary health records.PLOS digital health · 2026Article
- Patterns of morbidity, multimorbidity, and mortality in aging cats: findings from seven years of the Cat Prospective Ageing and Welfare Study.Frontiers in veterinary science · 2026Article
- Knowledge, Perceptions, Attitudes, and Practices of Dog and Cat Owners Regarding Skin Tumors: A Cross-Sectional Study.Veterinary sciences · 2025Article
- A mapping review of worldwide current and previous cohort research programmes in cats and dogs.PloS one · 2025Review
- Mammary gland, skin and soft tissue tumors in pet cats: findings of the feline tumors collected from 2002 to 2022.Frontiers in veterinary science · 2024Article
- Breaking barriers in trauma research: A narrative review of opportunities to leverage veterinary trauma for accelerated translation to clinical solutions for pets and people.Journal of clinical and translational science · 2024Review
- Exposure variables in veterinary epidemiology: are they telling us what we think they are?Frontiers in veterinary science · 2024Article
- Socio-Technical Analysis of the Benefits and Barriers to Using a Digital Representation of the Global Horse Population in Equine Veterinary Medicine.Animals : an open access journal from MDPI · 2023Article
- Development and validation of a novel instrument to capture companion dog mortality data: the Dog Aging Project End of Life Survey.Journal of the American Veterinary Medical Association · 2023Article
- Predicting health outcomes in dogs using insurance claims data.Scientific reports · 2023Article
- Generating Detailed Spectral Libraries for Canine Proteomes Obtained from Serum and Urine.Scientific data · 2023Article
- Development and Validation of a Novel Instrument to Capture Companion Dog Mortality Data: The Dog Aging Project End of Life Survey.bioRxiv : the preprint server for biology · 2023Article
- Life expectancy tables for dogs and cats derived from clinical data.Frontiers in veterinary science · 2023Article
- Age and Physical Activity Levels in Companion Dogs: Results From the Dog Aging Project.The journals of gerontology. Series A, Biological sciences and medical sciences · 2022Article
- Cross Species Analysis and Comparison of Tumors in Dogs and Cats, by Age, Sex, Topography and Main Morphologies. Data from Vet-OncoNet.Veterinary sciences · 2022Article
- Development and evaluation of a survey instrument to assess veterinary medical record suitability for multi-center research studies.Frontiers in veterinary science · 2022Article
- Dogs as a Natural Animal Model of Epilepsy.Frontiers in veterinary science · 2022Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
Dogs provide an ideal model for study as they have the most phenotypic diversity and known naturally occurring diseases of all non-human land mammals. Thus, data related to dog health present many opportunities to discover insights into health and disease outcomes. Here, we describe several sources of veterinary medical big data that can be used in research. These sources include medical records from primary medical care centers or referral hospitals, medical claims data from animal insurance companies, and datasets constructed specifically for research purposes. No data source provides information that is without limitations, but large-scale, prospective, longitudinally collected data from dog populations are ideal for further research as they offer many advantages over other data sources.
Indexed as
Identifiers
What OpenQuestion 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 OpenQuestion graph.