# 149: AI Radiology for Vets: How Accurate Are Todays Tools Really? With Dr Steve Joslyn Page: https://stenobird.com/podcast/the-vet-vault-veterinary-career-clinical-skills-wellbeing-1167897/149-ai-radiology-for-vets-how-accurate-are-todays-tools-really-with-dr-steve-joslyn Text version: https://stenobird.com/podcast/the-vet-vault-veterinary-career-clinical-skills-wellbeing-1167897/149-ai-radiology-for-vets-how-accurate-are-todays-tools-really-with-dr-steve-joslyn.md Podcast: [The Vet Vault: Veterinary Career, Clinical Skills & Wellbeing](https://stenobird.com/podcast/the-vet-vault-veterinary-career-clinical-skills-wellbeing-1167897) Published: 2025-11-13T20:00:00+00:00 Episode link: https://podcasters.spotify.com/pod/show/vet-vault/episodes/149-AI-Radiology-for-Vets-How-Accurate-Are-Todays-Tools-Really--With-Dr-Steve-Joslyn-e3ate4j Audio file: https://anchor.fm/s/8c8569c/podcast/play/111113811/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2025-10-13%2F60cb6d63-f1d6-cd33-9a27-5555eb24c935.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/the-vet-vault-veterinary-career-clinical-skills-wellbeing-1167897/episodes/149-ai-radiology-for-vets-how-accurate-are-todays-tools-really-with-dr-steve-joslyn Duration seconds: 3297 ## Resource We scrutinise one of the most practical yet under‑examined advances in veterinary practice: AI‑based radiology interpretation tools. I sit down with veterinary radiologist and Vedi entrepreneur Dr Steve Joslyn to unpack the rise of AI-powered radiology tools in general practice. But this isn’t just opinion: Steve reveals the findings from his team’s recent study that put 6 commercially available AI radiology softwares in the spotlight - or up on the light box - to assess whether they deliver on what they promise. From how these systems are trained, to where they shine (and where they fail), this conversation gives a no-nonsense look at what AI can actually do for your diagnostic imaging workflow. What You’ll Learn: How these tools are built : Neural networks, down-sampling, and the truth behind “ground truth”. The data dilemma : Why most AI tools perform best in theory, not in general practice. Where they fall short : From image quality issues to breed bias and external validation gaps. New accuracy data : Insights from Dr Joslyn’s pilot study comparing six commercial AI tools. A decision-making playbook : When to trust AI, when to double-check, and when to avoid it entirely. Ethics and workflow impact : Who’s responsible? What do you tell clients? Can AI triage be trusted? How to stay future-ready : What’s coming next – and how to adapt without compromising care. 🎧 Listen now for the tools to ask better questions about AI in your clinic. Find out how we can help you build you in your vet career at ⁠thevetvault.com⁠ . Check out our Advanced Surgery Podcast at ⁠⁠⁠⁠⁠⁠⁠cutabove.supercast.com⁠⁠⁠⁠⁠⁠⁠ . Get case support from our team of specialists in our ⁠⁠⁠⁠⁠⁠⁠Specialist Support Space⁠⁠⁠⁠⁠⁠⁠ . ⁠Subscribe to our weekly newsletter⁠ ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠here⁠⁠⁠⁠⁠⁠ ⁠⁠⁠⁠⁠⁠⁠ fo… ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/the-vet-vault-veterinary-career-clinical-skills-wellbeing-1167897/episodes/149-ai-radiology-for-vets-how-accurate-are-todays-tools-really-with-dr-steve-joslyn/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/the-vet-vault-veterinary-career-clinical-skills-wellbeing-1167897/149-ai-radiology-for-vets-how-accurate-are-todays-tools-really-with-dr-steve-joslyn.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.