Showing posts with label data. Show all posts
Showing posts with label data. Show all posts

Thursday, April 21, 2016

What Yelp Can Tell You About a Hospital That Official Ratings Can’t

Yelp is home to reviews on everything from restaurants to salons, and now hospitals too. 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. The researchers found that the Yelp reviews provide more and broader information than the stalwart U.S. government created survey that costs millions of dollars to implement every year.

The Hospital Consumer Assessment of Healthcare Providers and Systems Survey or HCAHPS has been used since 2006 and involves asking discharged patients questions about their stays. It consists of 11 categories ranging from communication with medical staff, to staff responsiveness, pain management, and hospital hygiene.

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.

But, the data still proved surprising. 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.

The publication of the paper comes at a key time for Yelp when the social media site is trying to transform itself from a social, whimsy, and casual review website to a more serious player in other consumer domains.


The original article by  Ariana Eunjung Cha can be found at the following address: http://wpo.st/aqpS1

Monday, March 14, 2016

Trends in Consumer Access and Use of Electronic Health Information

In ONC Data Brief 30, trends in consumer access and use of electronic health information are examined. Over the past few years, a number of policy changes have been put in place to increase individuals' access to their personal electronic health information. HIPAA was modified to clarify that if an individual's health information is available electronically, individuals have a right to obtain that information electronically. In Stage 2 Meaningful Use, CMS requires eligible providers and hospitals participating in the Medicare and Medicaid EHR Incentive Program to use certified EHR technology with the capability for patients to electronically view, download and transmit (VDT) their health information electronically. From 2011 to 2014, participation in the Blue Button Initiative, a public-private partnership to increase consumer access and use of their health data grew from 30 organizations to more than 650. This brief provides national estimates of consumers' access and use of their electronic health information based upon nationally representative surveys conducted from 2012 to 2014.


The data reveal 9 major trends:

1.       Individuals' electronic access to their medical records increased significantly in 2014. In 2014, nearly 4 in 10 Americans were offered electronic access to their medical record. The proportion of Americans offered online access to their medical records rose by more than a third between 2013 and 2014.
2.      In 2014, over half of individuals who were offered access viewed their record at least once within the last year. About one-third of individuals accessed their medical record one to two times in 2014 whereas about one-fifth of individuals accessed their online record once or twice in 2013. In both 2013 and 2014, about one in ten individuals accessed their online medical record more than 6 times over a one-year period.
3.      Almost all individuals report having access to laboratory results within their online medical record. Among individuals using online medical records, more than 90% report having laboratory test results in their record. Among individuals who have used an online medical record, almost 8 in 10 report having a list of health and medical problems in their online medical record. Approximately three-quarters of individuals report having access to a current list of medications within their online medical record.
4.      Individuals most commonly use online medical records for monitoring health. In both 2013 and 2014, about seven in ten individuals who accessed their online medical record, used it to monitor their health. Approximately one-third of individuals downloaded information from their online medical record in 2014; rates of downloading were similar in 2013. Rates of sharing information with at least one other individual or party decreased between 2013 and 2014; however, these decreases were not significant. In both 2013 and 2014, about one in ten individuals used their online medical records to correct medical records. In both 2013 and 2014 about one in ten individuals used their online medical records to transmit their data to somewhere else, such as a PHR or app.
5.      In 2014, 8 in 10 individuals who accessed their medical record online considered the information useful. In 2014, fewer than 5% of individuals who had used an online medical record within the last year considered it 'not useful.' Between 2013 and 2014, there was a significant increase in the proportion of individuals who were neutral about the usefulness of their online medical record. The proportion of individuals who considered their online medical records as 'not useful' and as 'useful' significantly declined between 2013 and 2014.
6.      Lack of need remains the top reason for not accessing an online medical record. In both 2013 and 2014, about three-quarters of individuals who did not access their online medical record indicated they didn't access it because that they did not have a need to use it. About one in ten individuals who did not access their online medical record indicated it was because they had more than one online record. Although not a statistically significant difference, fewer individuals noted privacy or security concerns in 2014 as a reason for not accessing their online medical record compared to 2013.
7.      Over one-quarter of individuals either didn't believe they had a right or were unaware of their right to an electronic copy of their medical record. Almost three-quarters of individuals of individuals were aware of their right to access their medical record electronically. Individuals who were aware of their right to access their medical record electronically were offered online access to their medical record by their health insurer or health care provider at significantly higher rates compared to individuals who were not aware or did not believe they had a right to an electronic copy of their medical record were offered online access.
8.     In 2014, almost one-in-five individuals whose health care provider had an EHR requested their health care provider electronically exchange their medical record. Over two-thirds of individuals report their health care provider has an EHR. Across all individuals nationwide, regardless of whether their provider has an EHR or not, over one-in-ten individuals (12%) requested their health care provider electronically send their medical record to another health care provider.
9.      Among individuals who visited a health care provider within the past year, over one-third experienced at least one gap in information exchange in 2014. Although there was a decline in the proportion of individuals who experienced at least one gap in information exchange between 2012 and 2014, these do not represent significant changes. Having to recount one's medical history because the health care provider did not receive records from another health care provider is consistently the most common gap in information exchange experienced by individuals between 2012 and 2014. Other common gaps in information exchange that remain issues in 2014 relate to test results; this includes having to bring test results with you to an appointment (15%) and having to wait for test results longer than you thought reasonable (11%).

In short, there is a significant opportunity for consumer outreach to increase individuals' awareness regarding electronic access and use of online medical records. Individuals' who were aware of their right to a copy of their electronic medical record had significantly higher rates of being offered online access compared to those who were unaware or incorrectly believed they didn't have this right. A lack of need remains the most frequently cited reason for not accessing an online medical record. Illustrating the value of using an online medical record to manage one's health and address information gaps among providers could increase usage among those individuals who cited a lack of need as a reason for not accessing an online medical record.


What do you make of the results? Has your organization promoted electronic access and use of online medical records by patients? Do you think there are any potential problems with allowing patients open online access? Let us know in the comments below.

Monday, March 7, 2016

Disparities in Individuals' Access and Use of Health Information Technology

ONC Data Brief 34, published last month, examined the disparities in individuals’ access and use of health information technology in 2014. Findings from nationally representative surveys show that individuals' use of information technology (IT) for health needs increased significantly between 2013 and 2014. Prior analysis revealed that disparities in online access of medical records and use of IT for health-related needs existed by certain socio-demographic characteristics and geographic settings in 2013.

The data reveal 5 major trends:

1.       Individuals whose provider had an EHR were offered online access to their medical record at three times the rate of those whose provider does not. In 2014, individuals whose provider had an EHR had significantly higher rates of using IT for health needs compared to individuals whose provider did not have an EHR. The percent of individuals offered access to online medical records, emailing providers, and looking up test results online increased between 2013 and 2014; however, the rate of increase was greater among those whose provider had an EHR.
2.      Individuals with lower incomes and less education had significantly lower rates of being offered online access to their health information. While about half of individuals with incomes of $100,000 or more were offered online access to their health information, only about one-quarter of individuals with less than a $25,000 annual income were offered online access. Individuals with more than a four year college degree were offered online access at about twice the rate as individuals who had a high school degree or less.
3.      Individuals who had difficulty speaking English were offered online access to their medical records at significantly lower rates. While 39% of individuals who spoke English very well or well were offered online access to their medical record, only 15% of individuals who didn't speak English well and only 5% of those who didn't speak English at all were offered online access to their medical record. Almost twice as many white, non-Hispanic individuals were offered online access to their medical record as compared to Hispanic individuals.
4.      Among individuals offered online access to their medical record, those with higher incomes and more education were more likely to view their record. Individuals with annual incomes of at least $50,000 had significantly higher rates of viewing their online medical record compared to individuals with incomes less than $25,000. While almost two-thirds of individuals with annual incomes higher than $100,000 viewed their online medical record at least once within the past year, only about one-third of individuals with incomes less than $25,000 viewed their record within the past year. Individuals with a high school degree or less had significantly lower rates of viewing their online medical record compared to individuals with more than a four-year college degree. Individuals with a four-year college degree or more education were over twice as likely to view their online medical record compared to those without a high school degree.
5.      Individuals with more education and higher income use certain types of IT for health-related needs at significantly higher rates. Individuals 50-59 years of age had significantly higher rates of text-messaging and emailing their provider, looking up online test results, and using a mobile health application compared to individuals 70 years or older. Individuals with no disabilities had significantly higher rates of emailing their provider and using a mobile health application than individuals with a disability. Individuals residing in rural areas have significantly lower rates of emailing their provider, looking up test results online and using a smart phone health application compared to individuals residing in suburban settings.

What do you make of the results? Do your experiences with patients reflect the data above? Let us know in the comments below.

Monday, February 22, 2016

Trends in Consumer Concerns Regarding Privacy and Security of Health Records

The ONC’s newest data brief examines trends in individuals’ perceptions regarding privacy and security of medical records and exchange of health information. Using data from a nationwide survey administered from 2012-2014, the ONC now summarizes the trends in consumers’ attitudes toward privacy and security concerns and preferences regarding electronic health records (EHR) and health information exchange (HIE).

The data reveal 6 major trends:

1.       Individuals' concerns about the privacy and security of both paper and electronic medical records declined significantly between 2013 and 2014 from 75% very or somewhat concerned to 58% very or somewhat concerned. This is a statistically significant difference (p < .05).
2.      In 2014, a similar number of individuals - about one in five - expressed lack of concern about both the privacy and the security of their medical records. The proportion of individuals who were "very concerned" about the privacy of their medical records decreased by about fifteen percentage points between 2013 and 2014. This is a statistically significant difference (p < 0.05).
3.      Individuals' concerns regarding the privacy and security of their medical record do not significantly differ by whether they have an electronic versus paper medical record. There were no statistically significant differences between paper versus electronic health records.
4.      Between 2012 and 2014, at least three-quarters of individuals supported their health care providers' use of EHRs despite any potential privacy or security concerns.
5.      Individuals' concerns regarding unauthorized viewing of medical records when sent by fax or electronic means declined significantly between 2013 and 2014. Between 2013 and 2014, concerns regarding having medical records sent by fax declined by 20% and concerns regarding medical records sent by electronic means declined by 16%. This is a statistically significant difference (p < 0.05).
6.      Between 2012 and 2014, at least 7 in 10 individuals have supported electronically exchanging their health records despite potential privacy or security concerns. There are no significant differences between years (p < 0.05).

In summary, as EHR adoption and HIE increased among hospitals and physicians, consumers' concerns regarding HIE and the privacy and security of medical records declined. However, it is important to note that these perceptions reflect individuals' points of view prior to announcement in 2015 of several large health care information breaches. Additionally, it is unclear as to whether the significant decreases in concerns between 2013 and 2014 are an anomaly or whether this represents the beginning of a trend towards decreasing privacy and security concerns.

What do you make of the results? Has your organization faced any consumer concerns over using one medical record-keeping format over another? Let us know in the comments below.






Friday, February 12, 2016

Six Critical Imperatives for Progress in Healthcare

In 2015, healthcare spending eclipsed $3.2 trillion, which is 18% of the nation’s gross domestic product. CMS projects healthcare spending to reach $4.3 trillion by 2020 (18.5 percent of GDP) and $5.4 trillion by 2024 (19.6 percent of GDP). Healthcare costs are rising exponentially, putting the pinch on patients and providers alike. Every dollar spent on healthcare is a dollar that cannot be spent on a critical competing need both at the micro and macro levels of the economy. Knowing this, we must ask: is the best possible care being provided to patients? Is the care effective in reaching its goal?

Fred Bazzoli of Health Data Management, in his article “HIT Think: A Moon Shot for Healthcare: 6 Critical Imperatives,” proposes essential components that would give healthcare a chance to reach the ultimate goals that it needs to achieve. 

Six Critical Imperatives:
  1. Achieve interoperability: Patient information must be easily, seamlessly and automatically exchanged between any and all information systems. A patient's data ought to be accessible in full by clinicians and presented in a way that is comprehensive and easily understandable. 
  2. Develop usable, intuitive, and all-inclusive electronic health records systems: Caregivers should be able to use different EHR systems without having to labor at using them. In addition, records systems need to support all of a patient’s information, structured and unstructured, and also should support analytics efforts by clinicians and researchers.
  3. Solve caregivers' technology frustrations: Technology needs to make the lives of caregivers easier, not increase burdens. Technology needs to solve caregivers' problems, facilitate care, increase efficiency and make caregivers’ lives better, resolving enough of their pain points to encourage them to stick with their roles as the industry reinvents itself and not leave the profession.
  4. Maximize industry coordination and cooperation: Every caregiver must have all available information on a patient, and everyone can work together to wring out as much unnecessary cost as possible from the system. Data sharing between IT systems will play a crucial role in achieving this.
  5. Reduce administrative expenses to the bare minimum: Estimates of administrative expenses in healthcare traditionally have ranged from 20 to 25 percent of all industry expenditures. At the low end, that would mean $600 billion is spent on healthcare that’s not directly related to care delivery. Much of that money needs to be reallocated to areas such as clinical and operational research.
  6. Focus resources on deeply involving consumers in their health: Patients need to understand the importance of paying attention to self-care, whether that means taking on healthy habits, avoiding habits that are destructive and following care regimens. A restructured healthcare system needs to demonstrate it cares about patient health as much, if not more, than treating sick patients.
As the industry enters a period of uncertainty about the direction of health policy, it must get serious about improving care and cutting costs. IT can help, but the will must be there to use it.

Has the incorporation of technology in your organization's daily procedure helped or hindered effectiveness and efficiency? Do you have any suggestions for how to better integrate technology in practice? Let us know your thoughts and concerns in the comments below.



Monday, November 24, 2014

Net Neutrality Impacts Healthcare IT



Modern Healthcare's  Darius Tahir explains why healthcare providers should be paying attention to net neutrality in the following article:


The techie term “net neutrality” likely isn't in the daily lexicon used by most senior healthcare executives. But it should be, and soon, argue those in healthcare technology who have been following the topic.

The wireless telecommunications industry's trade group, CTIA, for example, has been circulating a letter to healthcare organizations, asking their support to oppose regulation that would ensure continued net neutrality. But others argue healthcare benefits from net neutrality and should be lobbying for its continuance via a new Federal Communications Commission mandate.

Net neutrality means everyone sending data is treated the same by carriers like Verizon and others; no one can pay or be charged more for faster transmission speeds and none can be barred from sending data. The tool that net neutrality advocates want to use—Title II of the FCC’s authorization act—would essentially make internet traffic into a public utility.

The FCC is expected to rule either by year-end or early next year.

The debate on net neutrality has intensified as the amount of data being transmitted in videos and other usages has increased, leading some to argue that too much traffic is crossing a too-small network, slowing down performance.

Telehealth and electronic record data exchange are the two primary areas of healthcare that would suffer were internet service providers allowed to charge higher prices for faster transmission speeds, say those who back net neutrality.

“I don't think people realize how much net neutrality can affect health services,” said Mark Gaynor, an associate professor of health management and policy at St. Louis University and a long-time advocate for net neutrality.

President Barack Obama earlier this month put the spotlight on the issue when he called on the FCC to “implement the strongest possible rules to protect net neutrality.”

But he muddied the debate when it comes to healthcare by saying the rule, “can have clear, monitored exceptions for reasonable network management and for specialized services such as dedicated, mission-critical networks serving a hospital.”

But many critics of a net neutrality rule believe that allowing internet service providers to charge for a “fast lane” or “paid prioritization” would be helpful for innovation. Such pricing would allow data from paying content providers to move more quickly to consumers. Currently, they argue, many networks slow at peak times when everyone wants to view Netflix videos or use other heavy bandwidth applications, like online gaming.

Charging those users more allows for more efficient usage of limited bandwidth, and provides an incentive to internet service providers to build more network infrastructure, which would accommodate more usage down the road. That position is partially supported by a July 2014 draft paper produced by two FCC officials, which use a model to show that overall market efficiency is improved if broadband providers are allowed to charge for fast lanes.

Billionaire internet entrepreneur Mark Cuban argued, in a post on his personal blog, that this debate has particular relevance to healthcare.

Hypothetically, he said, an emergency surgeon might want to access an internet application for a surgery—and finds that she can't get enough bandwidth for the service to work because “TV and movie services … swamp bandwidth.”

A net neutrality rule, he suggested, encourages that situation for two reasons: because it prevents the investment that would make a bigger network for everyone; and because it prevents high-priority data from jumping to the front of the line.

Cuban also doesn't believe Obama's exception for hospitals—which might put it at the front of the queue—would do much good, writing, “First in line in a traffic jam is still slow and buffering.”

Also opposing neutrality, Verizon has argued in a letter (PDF) to the FCC, that classifying internet traffic under Title II is not legally permissible, and an attempt to do so would invite legal challenges.

The push-and-pull over net neutrality has left the FCC's decision uncertain. The Washington Post reported on Nov. 11 that FCC chair Tom Wheeler had rejected Obama's call to reclassify internet traffic to Title II and he was looking to “split the baby” between internet service provider and net neutrality advocate concerns.

Most opponents of formal net neutrality believe that classifying internet traffic under Title II would result in onerous new requirements for internet providers, as the section was designed for older types of networked communication.

Jot Carpenter, the vice president of government affairs for CTIA, said in an interview that the rules would slow new innovations for wireless providers. The exception proposed by Obama, he said, would introduce confusion for the providers.

In those instances, he said, they would have to approach the FCC and see whether their intended idea—whether a formal partnership with a content provider or an economic arrangement—fell under the hospital exception. Carpenter derided that as the “Mother, may I?” approach to governance, which he argued is bad for innovation.

It's also unclear what might fall under the exception, Kerry McDermott, the vice president of public policy and communications for the Center for Medical Interoperability and a former FCC official said. Which hospital data would apply? Would other healthcare data apply?

Because of that perspective, Carpenter and CTIA have been circulating a letter to healthcare groups arguing that proposed reclassification would increase regulatory uncertainty for mobile health, which they argue is too young to withstand the shock.

While Carpenter declined to name which stakeholder groups had been contacted, a draft copy of the letter obtained by Modern Healthcare includes comments from the Healthcare Information and Management Systems Society. It's not possible to attribute specific comments on the letter to the organization. As of press time, HIMSS had not responded to inquiries regarding the letter. And Carpenter wouldn't discuss when the letter would be officially released, or with which signatories.

But Gaynor and others are anxious about the negative effects of allowing providers to charge higher prices to content providers.

“I don't want to see small companies that are trying to innovate be locked out by bigger companies that have more money and can pay for faster service,” Gaynor said.

Carpenter rejects that argument. “I don't know that there's any evidence to suggest that these startups would be prevented from reaching their customers or gaining critical mass in the marketplace or gaining notice. Paid placement isn't always an evil,” he said, citing Google's early history as an example.

And facing a toll might also hurt efforts to encourage interoperability, Gaynor continued. The healthcare system is hoping to encourage more data sharing, often through Health Information Exchanges. A charge for faster service provides a disincentive to sharing overall, and in particular hurts HIEs – which are non-profit and often struggle to find the proper business model under current conditions.

Innovation might be hurt in another way, Gaynor and his co-authors argued in a July 2013 paper in the Journal of the American Medical Informatics Association. Some internet service providers own or are closely associated with healthcare services; Verizon, for example, has a virtual visits telehealth service, as well as an Apple HealthKit competitor called Converged Health Management. If internet service providers are allowed to discriminate between content providers, they might favor their own, Gaynor writes.

That argument also attacks the FCC officials’ paper, which assumes that broadband internet service providers are not vertically integrated with a content provider.

Steve Kraus, a partner at venture capitalist firm Bessemer Venture Partners, agrees with Gaynor’s argument. “The whole premise of telemedicine would fall down,” he said, if startups suffer lagged performance.

He argued that the net neutrality debate is particularly relevant to healthcare: first, patients and providers often need speed in making care; and second, because the data being moved in healthcare – like medical records, genomics, and video – is often so large.

Kraus's colleagues agree, and are worried about the large telecommunications firms potentially giving themselves an unfair advantage, noting that both Verizon and AT&T have been investing heavily in healthcare.

Virtual visits firm American Well also feels strongly about net neutrality. In an interview, the firm's senior vice president of consumer markets, Mike Putnam, said that he believes paid prioritization would decrease healthcare access and cause the firm to pass on costs to the consumer.

Seth Ginsburg, the president of non-profit Global Healthy Living Foundation, has been advocating for net neutrality in Capitol Hill—and actually retained a lobbyist to do so, the only purely healthcare entity registered in the Senate's lobbying database to list net neutrality as an interest.

Ginsburg’s organization, which helps patients with conditions like rheumatoid arthritis, believes that paying tolls for faster service would harm its relationship with patients. The organization is a nonprofit, and can’t afford to pay a toll; and yet it also communicates time-sensitive information, concerning drug safety for example, to its patients. Allowing a fast lane would put the organization in a bind.

Ginsburg is contemplating complementing his firm's lobbying efforts by adding the voices of his patients, who he said are in all 50 states. He has seen a lack of healthcare interest in the political half of the debate. He suspects it's due to the other large healthcare IT issues on the docket, like meaningful use and the ICD-10 code switch.