Evidence gaps in veterinary medicine

How good is the evidence for what we actually do?

Some of small-animal practice is backed by well-conducted trials. Some of it rests on one small study, on a result borrowed from human medicine, or on nothing but convention. Very little of it is labelled, so a clinician has no easy way to tell which kind of recommendation they are following.

This site works through small-animal practice one clinical question at a time and records the answer. Each question gets two marks: how far the evidence can be relied on, and which way it points. Where no study exists, that is written down as well, because an untested practice and a disproven one are not the same thing.

The map runs specialty by specialty across small-animal practice, and every specialty on it is being built out and expanded. Further ones are added as the work goes on.

24
Questions assessed and graded so far
6
With no supporting study of any kind
3
Studies read closely and written up

The specialties

Open the gap map →

The gap map covers each of these, worked through the same way and to the same standard. All of them are being expanded as the literature is covered, and further specialties are added as the work goes on.

Specialty

Small-animal cardiology

Mitral valve disease, the cardiomyopathies, the management of heart failure and the common arrhythmias. Every question is graded against the strongest evidence that exists for it, with the reasons for the grade listed underneath.

Open to read24 entries6 open gaps
Specialty

Anaesthesia and analgesia

Protocol selection, multimodal analgesia and the monitoring thresholds in routine use, across species and procedure types.

In progress
Specialty

Antimicrobials

Empirical drug selection, duration of therapy, and the evidence behind the first-line recommendations made in common presentations.

In progress
Specialty

Nutrition and supplements

Therapeutic diets, joint supplements and nutraceuticals, a field in which marketing claims and trial evidence diverge more often than in most others.

In progress
Specialty

Dermatology

Atopic disease, otitis, and the long-term management protocols that rest largely on convention.

In progress
Specialty

Oncology

Protocol comparisons, adjuvant therapy, and the outcome measures that are used to judge both.

In progress

If you work in one of these areas and would be willing to draft entries or check them, that speeds the work up considerably. Write to contact@evidencegap.vet.

What the two marks mean

The first mark says how far the evidence behind a question can be relied on. It follows GRADE, the system used for the same purpose in human medicine.

High certainty
Replicated, with consistent findings. Nothing on the map reaches this yet
Moderate certainty
One sound study, carrying material limitations
Low certainty
Serious limitations, or observational only
Very low certainty
Insufficient to support a claim
No evidence
Not studied

The second mark says which way that evidence points. The two are kept apart because a question can rest on weak evidence and still point clearly, and because nobody looked and somebody looked and found nothing are different answers that are routinely treated as the same one.

Points to benefit
The studies that exist point to the treatment helping
No benefit shown
Somebody looked for a benefit and did not find one
Inconclusive
Somebody looked, and the study cannot answer the question
Untested
Nobody has studied the question at all

Study design sets the starting point of an assessment and not its conclusion. A trial that was funded by the manufacturer, measured a surrogate outcome and has never been replicated does not outrank a well-conducted observational study by virtue of being a trial. The specific reasons certainty was not rated higher are recorded against every question, so that each judgement can be examined rather than accepted. The full method is on the map page.

Find a clinical question or practice

24 entries indexed

Showing all 24 entries. Type to narrow the list.

Nothing matches that term. Try a drug name, a test, or a condition.

Latest commentaries

All commentaries →
  • Commentary · Canine cardiology · August 2026

    Pimobendan in preclinical stage B2 mitral valve disease

    The trial was reconstructed from its published survival curves. Reclassifying nine dogs removes the significance of the primary result, the event proportions alone are not significant, and the subsequent full approval rests on a single-arm study that was measured against a benchmark it was never required to beat.

  • Commentary · Feline cardiology · August 2026

    Steroids and heart failure in cats: science, or an old wives' tale?

    The belief that corticosteroids precipitate heart failure in cats rests on two papers published in 2004 and 2006. Neither paper demonstrates the effect, the controlled studies that followed found no cardiac change, and the largest cohort reported no excess of heart failure in treated cats.

  • Editorial appraisal · Feline cardiology · August 2026

    Rapamycin (sirolimus) for subclinical hypertrophic cardiomyopathy in cats

    The published report and the FDA record disagree with each other about whether the endpoint of the single supporting trial was specified before the data were examined. The regulatory summary states that it was not.

  • Editorial appraisal · Canine cardiology · June 2026

    Torasemide as an alternative to furosemide in canine congestive heart failure

    Non-inferiority demonstrated on a composite endpoint is a weaker claim than this result is generally taken to support. This appraisal is in preparation.

Three ways the evidence falls short

  1. Absence of direct evidence

    Some interventions in routine use have never been tested against a control in the species they are given to. Dietary sodium restriction in canine congestive heart failure is one such practice, and although it is close to universal, the trial that would justify it has not been performed.

  2. Borrowed evidence

    Other recommendations are carried across from human medicine, or from one species to another, without data establishing that the finding transfers. Dose, pharmacokinetics and disease phenotype rarely translate cleanly between species, and the assumption that they do is seldom stated explicitly.

  3. Consensus in place of data

    A third group consists of screening intervals, treatment thresholds and monitoring conventions that originated in expert judgement and were subsequently cited as though they had been established by study. Such conventions may well turn out to be correct, but they should be identified as consensus rather than as evidence.

The same drugs, in people

Read the comparison →

Much of small-animal cardiology is extrapolated from human cardiology, and the extrapolation is seldom stated. The diseases differ enough that a human trial rarely settles a veterinary question. Drug classes, though, travel further than diseases do, and several of these have been tested in people at a scale veterinary medicine will never reach.

Oral inotropes increased mortality against placebo. Suppressing asymptomatic ventricular ectopy after myocardial infarction more than doubled it, with no warning on any intermediate measure. Beta blockade in non-obstructive hypertrophic cardiomyopathy reduced exercise capacity. Glucocorticoids are given in human heart failure on purpose, to improve diuresis, rather than withheld.

A companion page takes each intervention class in turn: what was tested, what it showed, and how close the analogy actually is.

The human evidence, class by class

Scope

Every specialty on the map is being expanded, and more are added as the work goes on. Cardiology currently holds 24 entries across 5 disease areas. No specialty is covered exhaustively, because each takes the questions and practices that come up often enough to be worth appraising.

Method

Entries are written from the primary reports, not from abstracts or from what other papers say about them. A citation that cannot be checked against the record is not used. Gradings are revised when new work appears, and the reasons behind each are listed under the entry.

Corrections and additions

Proposed entries, disputed gradings and citations that should be here are all welcome. Contributions are credited.

contact@evidencegap.vet

Editorial appraisals of published literature. Not peer reviewed, and not clinical advice.