← Medicine & Health

Veterinary Medicine · Research & System Design

Animal Care

Research into veterinary continuity: keeping consultations, clinical notes, owner observations, laboratory information, hospitalization follow-up, and veterinary knowledge connected across an animal's history.

Areas of Work: Medicine & Health · Artificial Intelligence

Research · System DesignVeterinary workflowsContextual recordsKnowledge retrievalInteroperability research

Research question

How much clinical meaning is lost when each visit becomes an isolated record?

Veterinary care depends on more than what happens inside the clinic. Changes in behavior, appetite, mobility, medication response, symptoms observed at home, previous diagnostics, owner reports, hospitalization details, and follow-up can all become relevant later.

Animal Care explores how software could preserve those relationships so that the history remains useful instead of becoming a sequence of disconnected notes.

Workflows being explored

Consultation capture

Preserve information from a veterinary visit together with the event date, notes, observations, documents, and follow-up.

Owner observations

Keep home observations distinct from professional clinical notes while still allowing relevant relationships to be discovered.

Clinical support

Organize history and retrieve relevant information for review without presenting the software as a replacement for veterinary judgment.

Hospitalization follow-up

Connect inpatient events, instructions, discharge information, medications, and later observations into a continuing timeline.

Veterinary knowledge retrieval

The research has also considered a retrieval-augmented knowledge layer for veterinary information. Instead of allowing a model to answer from an opaque general memory, the system could retrieve relevant material first and then generate a response grounded in that material.

Knowledge domains explored for this layer include veterinary procedures, dog and cat care, genetics, laboratory information, and owner education.

QuestionVeterinary or owner query
RetrieveRelevant authorized records + knowledge
ContextAnimal history and current event
AssistGrounded summary or explanation

Interoperability as a research problem

The project has examined standards and terminologies familiar in human healthcare to understand what can—or cannot—be reused in veterinary software. This includes research around HL7/FHIR, C-CDA, LOINC, and the SNOMED CT Veterinary Extension.

Important: these standards are being studied as interoperability references. This page does not claim that Animal Care currently implements HL7, FHIR, C-CDA, LOINC, or SNOMED CT.

Human and veterinary medicine: similar software problems, different domains

Both domains deal with chronology, symptoms, observations, tests, medications, treatments, documents, multiple participants, and incomplete information. But a shared information architecture does not mean identical clinical models. Animal Care uses the comparison to identify which software concepts are universal and which must remain veterinary-specific.

Current status: Animal Care is presented as research and system design. The page intentionally avoids describing planned workflows, knowledge retrieval, or interoperability exploration as already deployed clinical software.