# Data quality & enabling research | Matthew Lewis Page: https://stenobird.com/podcast/the-metabolomist-podcast-5381703/data-quality-enabling-research-matthew-lewis Text version: https://stenobird.com/podcast/the-metabolomist-podcast-5381703/data-quality-enabling-research-matthew-lewis.md Podcast: [The Metabolomist podcast](https://stenobird.com/podcast/the-metabolomist-podcast-5381703) Published: 2026-07-07T06:55:00+00:00 Episode link: https://the-metabolomist.podigee.io/316-new-episode Audio file: https://audio.podigee-cdn.net/2528097-m-6e9e86e72d0a6edda9e50f8e613eb182.mp3?source=feed Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/the-metabolomist-podcast-5381703/episodes/data-quality-enabling-research-matthew-lewis Duration seconds: 2559 ## Resource In this episode, Alice Limonciel and Matthew Lewis discuss the pros and cons of establishing unifying principles on data quality in metabolomics, what drove the release of a decade's worth of work into the public domain and the role of industry in the scientific community. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/the-metabolomist-podcast-5381703/episodes/data-quality-enabling-research-matthew-lewis/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/the-metabolomist-podcast-5381703/data-quality-enabling-research-matthew-lewis.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.