Literature: Overview
Your personalized, AI-powered medical research feed in Jiro.
- What Literature Is
- What You Can Do
- Key Features
- How it Works
- Data Sources
- Limitations
- Troubleshooting
- FAQs
- Related Articles
Literature automatically surfaces peer-reviewed research that's relevant to your specialty and patient population. This article explains what Literature is, how it works, and how to use it to stay current with evidence-based care, without adding to your workload.
At a Glance
- Personalized, specialty‑aligned research feed
- AI‑generated summaries with clinical takeaways
- CME‑eligible activity
- Filters, search, and bookmarking
- Feedback tools to refine recommendations
- Email + in‑app notifications for new research
1. What Literature Is
Literature is your personalized, AI‑powered research feed inside Jiro. Instead of manually searching databases like PubMed, Jiro continuously scans new publications and delivers studies that match your specialty, patient population, and clinical interests.
Each article includes a summary, clinical takeaways, and suggested actions—helping you stay current and make evidence‑based decisions quickly.
2. What You Can Do With Literature
Stay Current Without the Effort
Jiro monitors new research and notifies you when something relevant is published.
Get Evidence at the Point of Care
Summaries highlight key findings so you can review insights between visits or during clinical decision‑making.
Review AI-Generated Summaries
Each summary includes:
- Clinical takeaways
- Why the results matter
- Suggested Actions
- Estimated Impact
Earn CME Credit
Reviewing summaries earns 0.25 AMA PRA Category 1 Credits™ per article. Credits are automatically tracked and reported.
Earn Jiro Rewards
Engaging with Literature contributes to your Jiro rewards wallet.
3. Key Features
| Feature | What it Does |
|---|---|
| Personalized research feed | Articles tailored to your specialty, patient cohort, and interests. |
| AI summaries | Plain-language summaries with clinical takeaways and suggested actions. |
| Search & Filters | Narrow results by topic, status, or history. Multi-selection of filters is supported. |
| Bookmarking | Save articles to be revisited later. |
| Unread notifications | Badge counter shows new or unreviewed studies. |
| Email notifications | Optional alerts when new literature is available. |
| Feeback tool | Thumbs up/down to refine personalization and flag inaccuracies. |
| Journal logos & category tags | Quickly identify source credibility and topics. |
| Earn CME credits | Log CME credit by reviewing summaries and claimiing credits. |
[Screenshots sparingly - Recommended locations]
Use filters, bookmark icon, thumbs up/down, CME badges
4. How It Works
Step 1: Personalization Pipeline
When you join Jiro, your NPI is used to identify your specialty and patient population. This seeds your initial feed.
Step 2: Continuous Research Monitoring
Jiro scans PubMed and other biomedical sources for new studies relevant to your profile.
Step 3: AI Summarization
Each article is summarized into a structured, clinician‑friendly format.
Step 4: Feedback Loop
Reading, bookmarking, and using thumbs up/down, continuously refines your feed.
If your feed feels off‑target, use the feedback and comments button to notify the team.
5. Data Sources & Refresh Cadence
Where Content Comes From
- Primarily PubMed, maintained by the U.S. National Library of Medicine
- Additional biomedical sources as available
How Often It Updates
- New articles appear as soon as they are published and matched to your profile
- Badge notifications alert you to new content
- Email notifications available if enabled
Known Gaps or Delays
- Very niche specialties may see fewer articles
- Recently published studies may take time to appear
- AI summaries may occasionally miss nuances—always consult the full article for clinical decisions
6. Limitations
- Summaries support quick review but do not replace reading the full study
- Personalization improves over time
- AI summaries may occasionally be inaccurate, use feedback to report issues
- Filters reset when you refresh or leave the page
- CME requires opening and reviewing summaries
7. Troubleshooting
| Issue | What to Do |
|---|---|
| My feed is empty | Your data pipeline may still be initializing. Refresh after 1–2 minutes. If still empty after 10 minutes, use the feedback button. |
| Articles aren't relevant | Use thumbs down to refine what you see. Apply filters to narrow results. |
| My filters aren't working | Filters reset on refresh. Clear and reapply your filter selections. |
| I'm not receiving email notifications | Check notification settings and spam folder. |
| CME is not tracking | You must open summaries and complete the attestation for credit. If still incorrect, contact support with article names/dates. |
| A summary looks inaccurate | Use thumbs down and add optional comments. The team reviews all feedback. |
8. Frequently Asked Questions
How often is Literature updated
- Continuously. You’ll see a badge when new articles are added. (Isn't it weekly)
Can I search for specific topics
- Yes, use the search bar and filters at the top of the page.
Does Literature count toward CME
- Yes. Each reviewed summary earns 0.25 AMA PRA Category 1 Credits.
How is my feed personalized
- Based on your NPI, specialty, and engagement patterns.
Can I revisit articles I’ve read
- Yes, use the history filter.
How do I give feedback
- Open the article and tap thumbs up/down.
What databases does Literature use
- Primarily PubMed.
Will I be notified when new research is available
- Yes, via email (if enabled) and in‑app badge notifications.
9. Related Articles
10. Version History
Updated: 03/09/2026
Reviewed by: [Name, Title]
Approved by: [Name, Title]