DOL Nodes
Practice. Perspective. Precision.
Public SourcesChecking for Updates
LY
India Medical AffairsReviewer workspace

India / Metabolic intelligence

Dashboard

Welcome

DOL NodesPractice. Perspective. Precision.
Watercolor illustration of four clinicians sharing perspectives through a network of connected digital nodes
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Analytics

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MarketIndia
Evidence currentUpdated --

Priority signal

Current interpretation

Confidence--

Building the current evidence picture…

Verified authority

Experts moving the monitored conversation

Review queue

Requires attention

Live

Narrative movement

Specialty × clinical theme

MomentumCaution

Ingestion health

Source coverage

Source-backed professional profiles, not a national workforce census. Geographic charts include verified locations only.

VerificationRegistry checks remain separate

Pan-India universe

National specialty benchmarks

Association-based counts

These are the best published national association benchmarks, not mutually exclusive practitioner counts. RSSDI includes physicians, diabetologists and endocrinologists; NMC specialisation data is still being consolidated.

Digital footprint search

Resolved channel coverage

Source-backed only

Instagram remains unresolved in the current pass. Post volume and engagement are shown only where a public source reports them.

Digital opinion leaders

DOL maturity classification

Experience evidence required

Hospital listings and publications do not establish experience tiers. Profiles remain unclassified until experience evidence is verified.

National footprint

Mapped experts by region

Five operating regions

City distribution

Mapped experts by city

Identity-resolved people

Influence profile

Coverage by analyst tier

Clinical breadth

Specialty distribution

Expanded discovery cohort

India-affiliated literature candidates

Discovered from recent obesity, diabetes, metabolic-health and GLP-1 literature. These records are candidates until clinical role and identity are reviewed.

Inspect the denominator

Expandable HCP and KOL directory

Source-backed dossiers

Expert index

ExpertClinical domainSourcesIdentity matchTrend status

Open-source KOL research

Research monitor

Trace who is publishing, speaking and being associated with obesity and metabolic medicine across verifiable public sources.

Identity-resolved set

Verified public footprints

Public digital activity

Social post monitor

Track identity-resolved Instagram, YouTube, X and LinkedIn accounts at post level, with capture times and source-linked engagement observations.

Claim-level provenance

Evidence review queue

Every claim remains attached to its source, extraction method and reviewer disposition.

Human-in-the-loop pharmacovigilance

Safety review desk

Potential cases are screened for the four minimum criteria. The model never submits a report.

< 8h8–24h

Model card

Data Quality

Data controls

Review Standards

Traceability

Recent audit events