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Eric Topol

Celebrities and Influencers
Professionals
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The top 10 neighbors for Eric Topol span academics, medical journals, authors, and health news publishers — a mixed cluster with no single subcategory dominating and scores compressed tightly between 0.97 and 0.99.

The shape is flat: the spread from the nearest neighbor, Atul Gawande (0.99), to the tenth, Whole Foods Market (0.97), is less than three percentage points. Ashish K. Jha (0.98) and The Lancet (0.98) sit just behind Gawande, followed by JAMA (0.98) and Adam Grant (0.98). Tallying the subcategories: two Academics (Gawande, Jha), three Magazines (The Lancet, JAMA, Harvard Business Review), two Authors (Grant, Malcolm Gladwell), one News Publisher (Kaiser Health News), one fellow Professional (Scott Gottlieb, MD), and one General Grocery Store (Whole Foods Market). Eric Topol's own subcategory — Professionals — appears once in the top 10 with Gottlieb at 0.97. The medical-journal and health-media entries (The Lancet, JAMA, Kaiser Health News) confirm a strong health-information thread, but the presence of general-interest authors like Grant and Gladwell, a business magazine (Harvard Business Review at 0.97), and Whole Foods Market signals that the audience extends well beyond a specialist clinical readership.

The flat shape, with no single neighbor pulling away from the pack, reflects an audience that is broadly educated and professionally oriented rather than tightly clustered around any one domain.

Nearest neighbors by audience shape

Cosine similarity over Persona Live audience composition.
"Entities whose overall audience profile most closely matches this one — people who follow one tend to follow the other."

Raw data

Attention graph /similar sample results  (free):
{ "handle": "erictopol", "title": "Eric Topol", "category": "Celebrities and Influencers", "subcategory": "Professionals", "resolved": "erictopol", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "atul_gawande", "title": "Atul Gawande", "category": "Celebrities and Influencers", "subcategory": "Academics", "similarity": 0.9879, "drivers": [ "A02", "G01", "A01", "G03", "J01" ] }, { "handle": "ashishkjha", "title": "Ashish K. Jha", "category": "Celebrities and Influencers", "subcategory": "Academics", "similarity": 0.983, "drivers": [ "A02", "A01", "G01", "J01", "G03" ] }, { "handle": "thelancet", "title": "The Lancet", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9807, "drivers": [ "A02", "G01", "A01", "G03", "J01" ] }, { "handle": "jama_current", "title": "JAMA", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9778, "drivers": [ "A01", "G01", "A02", "J01", "G03" ] }, { "handle": "adammgrant", "title": "Adam Grant", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.9755, "drivers": [ "A02", "G01", "A01", "G03", "J01" ] }, { "handle": "khnews", "title": "Kaiser Health News", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.9738, "drivers": [ "A02", "G01", "A01", "J01", "G03" ] }, { "handle": "gladwell", "title": "Malcolm Gladwell", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.9729, "drivers": [ "A02", "G01", "A01", "G03", "J01" ] }, { "handle": "scottgottliebmd", "title": "Scott Gottlieb, MD", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.9726, "drivers": [ "A02", "A01", "G01", "J01", "G03" ] }, { "handle": "harvardbiz", "title": "Harvard Business Review", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9725, "drivers": [ "A02", "G01", "A01", "G03", "J01" ] }, { "handle": "whole-foods-market", "title": "Whole Foods Market", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.9696, "drivers": [ "A02", "G01", "A01", "G03", "J01" ] } ] }
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