This post explains how AI-enabled qualitative research can accelerate understanding of veterinarian pharmacist collaboration for researchers and clinical teams. Evidano is an AI-powered qualitative data analysis platform that helps researchers analyze interviews, open-ended surveys, and documents. According to the PLOS ONE scoping review (Kambayashi et al., published 31 July 2026), the literature search retrieved 239 records and the authors included 16 studies in the final synthesis, demonstrating a small but geographically diverse evidence base. In this article we summarize the review, extract actionable statistics dated to 30 August 2025 and 31 July 2026, and show how AI workflows can turn heterogeneous qualitative findings into reproducible themes for decision makers.
Key Takeaways
The PLOS ONE scoping review (Kambayashi et al., published 31 July 2026) found a limited but growing literature on veterinarian–pharmacist collaboration and identified compounding/dispensing as the most frequent pharmacist role. "Pharmacists are expanding their participation in veterinary healthcare teams and assuming roles beyond traditional dispensing duties, " the authors wrote in PLOS ONE (Kambayashi et al., 2026).
- 239 records were retrieved in the authors’ search and 16 studies were included after screening on 30 August 2025, according to PLOS ONE (Kambayashi et al., 2026).
- 10 of 16 studies (62.5%) reported pharmacist compounding and dispensing roles, as reported in PLOS ONE on 31 July 2026.
- Drug information and consultation were described in 6 of 16 studies (37.5%), per the PLOS ONE review (Kambayashi et al., 2026).
- The review authors concluded on 31 July 2026 that "sustained and scalable implementation will require improved mutual understanding of professional roles, strengthened veterinary-specific education for pharmacists, and more robust empirical research."
What happened and how the review was done
The PLOS ONE scoping review (Kambayashi et al., published 31 July 2026) mapped available studies describing how pharmacists and veterinarians collaborate and what each profession perceives about the partnership.
According to PLOS ONE (Kambayashi et al., 2026), two reviewers searched PubMed, Web of Science, the Cochrane Library, Ichushi-Web, and Google Scholar with a final search conducted on 30 August 2025 and screened 239 records to yield 16 included studies published between 2007 and 2024.
According to PLOS ONE (Kambayashi et al., 2026), most included studies were cross-sectional surveys, participants included pharmacists, veterinarians, and owners, and study settings ranged from community pharmacies to veterinary hospitals and zoos.
Findings snapshot
| Date | Metric | Value | Implication |
|---|---|---|---|
| 30 August 2025 | Records retrieved | 239 | Search breadth indicates scattered literature that requires synthesis for actionable patterns, per PLOS ONE |
| 31 July 2026 | Studies included | 16 | Small evidence base, need for more empirical outcome studies, per PLOS ONE |
| 2007–2024 | Compounding reported | 10 of 16 studies (62.5%) | Compounding is the dominant pharmacist role in many Western settings, per PLOS ONE |
| 2007–2024 | Drug information/consultation reported | 6 of 16 studies (37.5%) | Pharmacists are also contributing clinically through DI roles where trusted, per PLOS ONE |
| 2007–2024 | Geographic spread | United States n=7, New Zealand n=3, Japan n=3 | Regional models differ; regulatory context shapes role expectations, per PLOS ONE |
Implications for veterinary researchers and clinical teams
Researchers and clinical leaders should treat veterinarian pharmacist collaboration as an emergent, context-dependent practice, not a single standardized model.
According to PLOS ONE (Kambayashi et al., 2026), regional patterns matter: compounding-centered collaboration dominates in the United States and Oceania, while inventory and information models are more common in parts of Asia, so study designs should capture local regulatory and practice variations.
According to PLOS ONE (Kambayashi et al., 2026), the largest perceived barrier is veterinarians’ concern about pharmacists’ species-specific pharmacology training, so researchers should measure both perception and objective outcomes when testing integration models.
How Evidano helps translate qualitative evidence into decisions
Problem: dispersed qualitative evidence slows synthesis
Solution: Evidano ingests publications, transcripts, and survey spreadsheets and produces reproducible thematic maps, as shown in our features documentation on Evidano features.
According to PLOS ONE (Kambayashi et al., 2026), the literature is small and heterogeneous, so AI-enabled cross-document coding reduces manual effort and clarifies recurring themes such as compounding, drug information, and inventory management.
Problem: language and format barriers hide non-English innovations
Solution: Evidano supports translation with custom dictionaries so teams can surface non-English studies like the Japanese reports highlighted in PLOS ONE (Kambayashi et al., 2026).
According to PLOS ONE (Kambayashi et al., 2026), Japan contributed 3 of 16 studies and language barriers risk omitting valuable models; Evidano’s translation features make those insights usable for multinational reviews.
Problem: subjective summaries lack frequency and segment insight
Solution: Evidano generates thematic frequency counts and cross-segment analyses so teams can quantify how often roles such as compounding (62.5% in the PLOS ONE review) appear across countries, practice settings, and respondent types.
According to PLOS ONE (Kambayashi et al., 2026), reporting included counts and percentages; Evidano automates those counts directly from coded text to speed reporting and auditability.
Problem: teams need an evidence chat assistant
Solution: Evidano provides an AI chat over your uploaded documents so researchers can ask targeted questions like, "Which studies reported inventory management roles in Japan? " and receive document-linked answers.
Using an AI chat over the reviewed articles complements manual appraisal recommended by PLOS ONE (Kambayashi et al., 2026) and reduces the time from literature retrieval to policy guidance.
FAQ: veterinarian pharmacist collaboration
What roles do pharmacists most commonly play in veterinary settings?
Answer: Pharmacists most commonly perform compounding and dispensing roles in veterinary settings.
Supporting detail: According to PLOS ONE (Kambayashi et al., 2026), compounding and dispensing were reported in 10 of 16 included studies, equal to 62.5% of studies, with a Western concentration in the United States and New Zealand.
Why are veterinarians sometimes cautious about pharmacist clinical advice?
Answer: Veterinarians are cautious because of concerns about pharmacists’ training in species-specific physiology and toxicology.
Supporting detail: The PLOS ONE review (Kambayashi et al., 2026) cites surveys from the United States and Malaysia where veterinarians reported worries that human pharmacotherapy logic could be inappropriately applied to animal patients.
How can teams evaluate the impact of pharmacist integration in veterinary practice?
Answer: Teams should combine qualitative process measures with quantitative clinical and safety outcomes in phased trials or pilot collaborations.
Supporting detail: PLOS ONE (Kambayashi et al., 2026) notes a lack of outcome studies and recommends phased community models, standardized dispensing guidelines, and measurement of metrics such as medication errors, adherence, owner satisfaction, and occupational safety.
Can AI tools help synthesize the scattered literature on this topic?
Answer: Yes, AI tools can speed thematic synthesis, extract frequency counts, and translate non-English studies for comprehensive reviews.
Supporting detail: The PLOS ONE review (Kambayashi et al., 2026) highlighted language barriers and heterogeneous formats; Evidano’s document ingestion, translation, and thematic analysis features directly address those barriers and make replicable syntheses possible.
Conclusion & Next Steps
The PLOS ONE scoping review (Kambayashi et al., published 31 July 2026) shows veterinarian–pharmacist collaboration is expanding but remains uneven and context dependent, with compounding/dispensing dominant across 62.5% of included studies.
To move from perception studies to measurable improvements, PLOS ONE (Kambayashi et al., 2026) recommends strengthened veterinary-specific education for pharmacists and more robust empirical research.
If your team needs reproducible thematic synthesis, cross-segment counts, or rapid translation of non-English evidence, Evidano can ingest your articles, transcripts, and surveys and deliver coded themes and interactive AI queries; see Evidano features for details.
Start a pilot literature synthesis or stakeholder analysis today by Try Evidano for free.