• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
HealthZocDoc

How Zocdoc’s New Machine Learning Search Engine Makes Medicine More Human

By
Sy Mukherjee
Sy Mukherjee
Down Arrow Button Icon
By
Sy Mukherjee
Sy Mukherjee
Down Arrow Button Icon
March 21, 2017, 5:07 PM ET
Zocdoc

Quick, off the top of your head, what’s the difference between an optometrist and an ophthalmologist? How about a psychologist and a psychiatrist? And, wait, are internists doctors who specialize in internal medicine – or just their interns?

Some well-versed readers may indeed know the answer to all three of these questions (for the record: ophthalmologists are the ones who can perform eye surgery, psychiatrists can prescribe medications, and internists are your good old-fashioned general medicine practitioners). But the complexities of medical jargon can make an already complicated U.S. health system even more convoluted for millions of people seeking care. In fact, the Centers for Disease Control notes that nine in 10 Americans struggle with health care terminology.

Click hereto subscribe to Brainstorm Health Daily, our brand new newsletter about health innovations.

That’s why Zocdoc, the online doctor-locating and medical appointments platform, launched a new feature today on desktop and mobile devices that it dubs the “Patient-Powered Search.” The firm describes this new engine as a “more intuitive search experience, built specifically to bridge the gap between healthcare industry and human speak.”

The logic behind Patient-Powered Search, which harnesses AI and machine learning capabilities, is that people don’t think in terms of a medical textbook when they’re looking for a doctor to treat their ailments. But many doctor search services require that sort of precise terminology to find the appropriate physician.

Instead, Patient-Powered Search is able to decipher what it is that a patient is seeking. It forgives common spelling errors and gauges what a user’s actual intent is.

For instance, “gyno” would be understood to be OB-GYN and the misspelled “hemroids” would be mapped to hemorrhoids; searching for “anxiety” or “depression” will bring up the variety of possible medical professional who may be able to help a patient with those mental health conditions. And by constantly learning the types of real-world medical searches that people conduct, it can continually adjust to shifting trends.

This essay appears in today’s edition of the Fortune Brainstorm Health Daily. Get it delivered straight to your inbox.

About the Author
By Sy Mukherjee
See full bioRight Arrow Button Icon

Latest in Health

Healthmeal delivery
The Best Meal Delivery Services for Weight Loss of 2025: Dietitian Approved
By Christina SnyderDecember 11, 2025
15 hours ago
Best protein lead image
HealthDietary Supplements
The 8 Best Protein Powders of 2025: How to Choose, According to an RD
By Christina SnyderDecember 9, 2025
3 days ago
Transparent Labs Creatine HMB as best creatine
HealthDietary Supplements
The Best Creatine Supplements of 2025: Tested and Approved
By Christina SnyderDecember 9, 2025
3 days ago
Jon Rosemberg
CommentaryProductivity
The cult of productivity is killing us
By Jon RosembergDecember 9, 2025
3 days ago
Trump
CommentaryTariffs and trade
AI doctors will be good at science but bad at business, and big talk with little action means even higher drugs prices: 10 healthcare predictions for 2026 from top investors
By Bob Kocher, Bryan Roberts and Siobhan Nolan ManginiDecember 9, 2025
3 days ago
Kevin Kiley
PoliticsElections
‘It absolutely matters politically’: Swing-district Republicans alarmed at spiking health insurance premiums tipping midterms
By Marc Levy, Kevin Freking and The Associated PressDecember 8, 2025
4 days ago

Most Popular

placeholder alt text
Success
At 18, doctors gave him three hours to live. He played video games from his hospital bed—and now, he’s built a $10 million-a-year video game studio
By Preston ForeDecember 10, 2025
2 days ago
placeholder alt text
Investing
Baby boomers have now 'gobbled up' nearly one-third of America's wealth share, and they're leaving Gen Z and millennials behind
By Sasha RogelbergDecember 8, 2025
4 days ago
placeholder alt text
Success
Palantir cofounder calls elite college undergrads a ‘loser generation’ as data reveals rise in students seeking support for disabilities, like ADHD
By Preston ForeDecember 11, 2025
16 hours ago
placeholder alt text
Economy
‘We have not seen this rosy picture’: ADP’s chief economist warns the real economy is pretty different from Wall Street’s bullish outlook
By Eleanor PringleDecember 11, 2025
21 hours ago
placeholder alt text
Economy
‘Be careful what you wish for’: Top economist warns any additional interest rate cuts after today would signal the economy is slipping into danger
By Eva RoytburgDecember 10, 2025
2 days ago
placeholder alt text
Politics
Exclusive: U.S. businesses are getting throttled by the drop in tourism from Canada: ‘I can count the number of Canadian visitors on one hand’
By Dave SmithDecember 10, 2025
2 days ago
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • Future 50
  • World’s Most Admired Companies
  • See All Rankings
Sections
  • Finance
  • Leadership
  • Success
  • Tech
  • Asia
  • Europe
  • Environment
  • Fortune Crypto
  • Health
  • Retail
  • Lifestyle
  • Politics
  • Newsletters
  • Magazine
  • Features
  • Commentary
  • Mpw
  • CEO Initiative
  • Conferences
  • Personal Finance
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
About Us
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map

© 2025 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.