How Consult Is Personalized
- What Shapes Your Consult Experience
- The Personalized for You Section
- Peer Cohort Data & Charts
- How Your Experience Evolves Over Time
- Why Your Personalization May Be Limited
- Important to Remember
- Related Articles
Consult grounds each response in de-identified, aggregated real-world data tied to your NPI, so the answer reflects how you practice and how your peers approach the same scenario. Use this page to see what shapes the Personalized for You section, how it changes as data refreshes, and what to expect when your data coverage is limited.
What Shapes Your Consult Experience
Your Specialty & Practice Profile
Real-world data tied to your NPI grounds each response in your actual clinical behavior. This includes the diagnoses you treat, the procedures you perform, and your prescribing patterns.
Your Diagnoses & Procedures
De-identified, aggregated real-world data associated with your NPI gives Consult a picture of your practice patterns.
Jiro does not use individually identifiable patient data. All real-world data used for personalization is de-identified and aggregated.
Aggregated Peer Cohort Data
Consult surfaces de-identified, aggregated data showing how clinicians in your specialty, region, or practice setting approach the same clinical scenario. This lets you place your own practice patterns in context.
The Personalized for You Section
Each Consult response includes a section called Personalized for You. It draws on real-world data associated with your NPI, including your conditions, the medications you most commonly prescribe, and how your patterns compare with other clinicians in similar settings.
Aggregated peer cohort data adds a comparative layer. It shows de-identified, aggregated data on how clinicians in your specialty, region, or practice setting approach the same clinical scenario. This lets you place your own practice patterns in context.
The Personalized for You section frames the answer in terms relevant to how you practice, using your clinical history and peer cohort data.
Two clinicians in different specialties or practice settings who ask the same clinical question receive the same guidelines and literature. Each receives a distinct Personalized for You section grounded in their own practice data.
Peer Cohort Data & Charts
In some responses, peer cohort data appears as an embedded chart alongside the text summary. These charts display aggregated data, such as medication utilization rates by dosage across a peer cohort. They help you review clinical trends at a glance.
Chart availability varies by account and session. When a chart is not present, the text-based Personalization section continues to reflect your NPI-level practice context.
How Your Experience Evolves Over Time
As more real-world data becomes available and your claims history matures, Consult draws on a more complete picture of your practice.
Jiro updates this data periodically. Claims typically take around six months to appear, depending on the type and source. Recent activity may not yet be reflected in your responses.
Why Your Personalization May Be Limited
When Jiro does not have comprehensive real-world data for your NPI, responses can fall back to broader sources based on your coverage tier:
- Medium Coverage: Responses are personalized using available data.
- Low Coverage: Personalization draws on specialty-level or location-level context rather than your individual NPI data.
- No Data (New NPI or Resident): Consult provides clinical guidance grounded in guidelines and literature. The Personalization section reflects specialty-level real-world data charts only.
Important to Remember
- Jiro does not use individually identifiable patient data. Personalization relies on de-identified, aggregated real-world data.
- Claims typically take around six months to appear, so recent activity may not yet be reflected in your responses.
- With Low Coverage, personalization draws on specialty-level or location-level context rather than your individual NPI data.