How Discover Works
[SCREENSHOT — Discover feed in Jiro showing a structured article summary with takeaways]
- Purpose
- How Content Reaches Your Feed
- Data Sources and Refresh Cadence
- Filters
- Important To Remember
- Related Articles
Purpose
This article describes how Discover identifies, processes, and delivers personalized medical literature to your feed — from the initial profiling step through to weekly updates and ongoing feed refinement.
How Content Reaches Your Feed
Initial Profile Seeding
When you join Jiro, your selected specialty and NPI is used to identify your patient population through real-world claims data. This seeds your initial feed with content relevant to your clinical area.
Continuous Literature Monitoring
Jiro scans PubMed and other medical journals, textbooks, and drug references for new publications relevant to your profile on an ongoing basis.
Content Summarization
Each article is processed into a structured, clinician-focused summary that includes clinical takeaways, context for why the findings are relevant, and suggested next steps.
Awarding of AMA PRA Category 1 credit(s)™
After reviewing a summary, clicking the “Claim CME Credit” button, and completing the associated acknowledgement and attestation statement, 0.25 AMA PRA Category 1 credit(s)™ are awarded to your profile. J
Feedback Refinement
Reading articles, bookmarking, and using thumbs up/down continuously refines your feed. These signals are incorporated during each weekly update cycle.
If your feed feels off target, use the thumbs down feedback button to flag irrelevant content.
Data Sources and Refresh Cadence
Where content comes from:
- Primarily PubMed, maintained by the U.S. National Library of Medicine
- Additional medical journals and literature as available
How often your feed updates:
- Your Discover feed refreshes weekly on a rolling cadence based on your sign-up date.
- A badge notification appears when new content is available.
- Email notifications are available if enabled in your settings.
Filters
Discover offers filters to refine how you search through summaries surfaced to you. Filters fall into four categories:
Topics: All topics, Care Gap, Diagnostic Innovation, Guideline Gap, Impact, Safety Watch, and Treatment Optimization.
Sources: All sources, Clinical Trials, Current Guidelines, Editorial, Medical Literature, News, Podcast, and Social Media.
Statuses: All statuses, Read only, Unread only, and Saved.
History: All history, Last month, Last 3 months, and Last year.
Filters can be toggled on or off by clicking on the name of the filter you would like to select. Navigating to a different section of Jiro or refreshing the page will clear your filter selections.
Important To Remember
- Highly focused subspecialties may see fewer new articles in a given week due to the volume of publications in that area.
- Recently published studies may take time to appear as they move through the processing pipeline.
- Article summaries may occasionally miss nuances in the source material. Consult the full study before applying findings to clinical decisions.
- Filters are a useful way to search your available Discover summaries, navigating away from the page or refreshing will reset your filters.
Related Articles
Version History
Updated: 5/9/2026
Reviewed by: Nikhil Illa, DIrector of Clinical Product
Approved by: [Name, Title]