What Yelp can tell you about a hospital that official ratings can’t by Ariana Eunjung Cha of The Washington Post.
"If you've ever taken the time to give Yelp your two cents
about a hospital, you'll be happy to know that someone's listening and
that they've deemed the crowdsourced information not only useful — but
unique.
In what is believed to be the first large-scale
analysis of such data, researchers from the University of Pennsylvania
looked at 17,000 Yelp reviews of 1,352 hospitals from consumers. They found
that the online information provides a broader sense of a facility than
the current gold standard — a U.S. government survey that costs
millions of dollars to develop and implement each year.
The
Hospital Consumer Assessment of Healthcare Providers and Systems Survey
or HCAHPS (pronounced "H-Caps") has been used since 2006 and involves
asking discharged patients questions about their stays. It covers 11
main categories including communication with nurses and doctors,
responsiveness of staff, the cleanliness and quietness of the hospital
environment, and pain management.
Yelp offers consumers the
ability to rate hospitals on a scale of one to five stars and write a
review to accompany that rating. The U-Penn researchers used natural
language processing to take apart the narratives and put them into
buckets that were similar to the categories used by the HCAHPS. They
gave as an example a post that had words such as "pain," "nurse,"
"medication," "gave" and how that might be assigned to the pain
category.
Their paper, published in the April issue of Health Affairs, found that Yelp reviews encompassed only about seven of the 11 categories covered by the HCAHPS. That was disappointing.
But
there was also a big surprise in the data. The Yelp reviews had
information about 12 additional categories that weren't addressed in the
government survey. Those include the cost of the hospital visit,
insurance and billing, ancillary testing, facilities, amenities,
scheduling, compassion of staff, family member care, quality of nursing,
quality of staff, quality of technical aspects of care, and specific
type of medical care.
For positive reviews they included caring
doctors, nurses and staff; comforting; surgery/procedure and peri-op;
and labor and delivery. And for negative reviews, they
included insurance and billing and cost of hospital visit.
"They
relate to the interpersonal relationships of patients with physicians,
nurses and staff," said Benjamin L. Ranard, a junior fellow at the Penn
Social Media and Health Innovation Lab and the study's lead author. This
is important, he said, because "prospective patients are likely to want
to know how caring and comforting caregivers are in various departments
of a hospital." It's not only useful for consumers but also
for hospital administrators, caregivers and policymakers."
"The researchers acknowledge that the reviews on sites such as Yelp have
their weaknesses — they "are not currently randomized, are largely
uncurated, unvalidated, and subject to gaming." However, they noted that
the reviews are "continuously updated, and often reveal in precise
detail what the problem or positive occurrence was that affected the
patient's or family member's experience." Oh, and they're free, too."
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