Big little number problem
The Contribution of Diagnostic Substitution to the Growing
Administrative Prevalence of Autism in US Special Education by Paul
Shattuck, is about to be published in Pediatrics.
Paul Shattuck started out working in social services and then went to
study neurodevelopmental disablities. He sounds like he's quite the
advocate for the needs of autistic children in Wisconsin. He seems to
have done some serious fundraising advovcacy for the Waisman center,
too.
New study questions suggestions autism is on the rise
BY SUSANNE RUST
Milwaukee Journal Sentinel
MILWAUKEE - Despite warnings of a national autism epidemic, there's
little data to substantiate such a claim, according to new research
compiled by a University of Wisconsin-Madison scientist.
Indeed, special education figures that are being used to suggest an
autism explosion are faulty and confounded, said Paul Shattuck, a
researcher at the university's Waisman Center and author of the
study, which appears in Monday's issue of the journal Pediatrics.
From 1993 to 2003, statistics compiled by the U.S. Department of
Education showed a 657 percent increase in autism across the
country - an explosive jump that signaled an epidemic to many.
But Shattuck discovered that, at least in most cases, the numbers
are not only misleading, they're also likely inaccurate. On one
hand, they don't support a dramatic increase in autism prevalence,
but on the other, the figures could be underestimating the absolute
number of children with the condition.
In other words, "special education trends cannot be validly used to
substantiate claims of the presence or absence of an autism
epidemic," Shattuck said.
One of the problems is what researchers call the process of
"diagnostic substitution": While the number of reported autism
cases has increased, diagnoses of mental retardation and learning
disabilities in schools have correspondingly decreased.
Before the early 1990s, the Department of Education didn't have an
autism classification for children with special needs. Therefore,
children who would now be considered autistic were often diagnosed
with other disorders, invalidating direct comparisons of data
collected from the early 1990s and now.
The study suggests researchers may need to use different sorts of
data to accurately quantify the prevalence of autism in this
country.
"In public health, we make a distinction between `population-based
estimates' and `administrative-based estimates' of the prevalence
of any given condition or disease," Shattuck said.
Population-based estimates are those in which researchers actively
go out into a community and make a "no stone left unturned" effort
to find every person who has a particular disease or condition. "As
you might imagine, these kinds of studies are difficult to execute
and cost a lot of money," Shattuck said.
So, data collectors generally opt for a faster route, which is to
quantify the number of people who are already enrolled in a system
and receiving services for a particular diagnosis.
In the case of special education counts for children with autism,
the administrative prevalence is simply the number of students with
a primary classification of autism divided by the total number of
students in that given region, whether it's a state, district or
county.
This means, among other things, that data collected in this manner
often underestimate "the true population prevalence because, for
instance, schools do not go out into the community and actively
seek out and evaluate all kids for autism," Shattuck said.
For instance, consider data collected in Wisconsin: In 1992, 18
children were counted in special education programs as being
autistic. By 2002, that number had jumped to 2,739.
"The conclusion is that the prevalence of autism has grown by
15,117 percent. This is ridiculous," Shattuck said. "No credible
clinician or scientist in the field would ever suggest there were
actually only 18 children with autism in all of Wisconsin in 1992."
Also consider this: In 2002, there were about 1.3 million children
between the ages of 6 and 21 living in Wisconsin.
"If we assume that true prevalence of autism is about six in every
1,000 children," an estimate based on smaller, more accurate
population-based evidence analyses, "then we would expect the true
number of kids between the ages of 6 and 21 in Wisconsin with an
autism spectrum disorder to be around 7,800 ... a lot higher than
the 2,739 actually identified in special education that year,"
Shattuck said.
In other words, the special education numbers not only discount the
fact that the diagnosis for autism has changed over the years -
making yearly comparisons faulty and inaccurate - but they also
underestimate the number of children who actually have it.
"This is not anything new," said Glen Sallows, a clinical
psychologist and director of the Wisconsin Early Autism Project,
which is based in Madison. "Other people have been saying the same
thing" about diagnostic substitution for quite a while.
But he suspects this is the first paper that has really proved the
case.
"Researchers have pointed out that the definition of autism has
changed over time," Sallows said. It's now one of 13 categories
schools use to classify children identified as having special
needs.
In addition, there are no uniform diagnostic practices or
guidelines among states or school districts. That means how
children are classified can vary dramatically between states and
school districts.
Shattuck did discover that California does not follow the pattern
he noted among other states: While autism numbers in the state
grew, there was no corresponding decrease in mental retardation.
This indicates that California should not be considered
representative of the rest of the nation, which it has been in many
press reports.
In a commentary that accompanies Shattuck's paper, Craig
Newschaffer, an epidemiologist at the Johns Hopkins Bloomberg
School of Public Health in Baltimore, wrote that despite the flaws
in administrative-prevalence studies, and the potential for
diagnostic substitution, it "remains difficult to ascribe all the
observed autism prevalence increase to this particular phenomenon."
But he thinks it will be hard to find data that support or refute
an increase in the disorder in the past two decades. Therefore, he
believes it's time to accept that and instead focus on the causes
of autism.
Shattuck points out that California's IDEA numbers are quite
problematic when compared to the rest of the country. California's
IDEA numbers are problematic all by themselves, too.
As you can see from this pie chart which represents the total student
population of the State of California in the 2004-2005 school year,
Hispanic students are shown by the dark pink wedge that comprises
about half the pie.
The ratio of ethnicities among the disabled student population pretty
closely matches that of the total population.
In 2001, Hispanic students comprised 43.19% of the total school
population and 45.77% of the disabled student population. African
American students were slightly over-represented among the disabled
students (around 11% among the disabled) and the Caucasian students
represented about the same percent in both total population and among
the disabled, 35%.
So, a little more than a third of the Kindergarten through 12th grade
students are Caucasian in California.
But for some reason nearly half of all the autistic students are
Caucasian, in 2004-2005, it was 47.5%
The Hispanic students were seriously underrepresented in the autism
category, comprising only 27.86% where one would expect about 45%. The
other ethnicities are all a little off, with African American, Asian
and Filipino kids being slightly overrepresented in autism.
To say it again, in California, Caucasian students are significantly
over-represented and Hispanic students are underrepresented in autism.
There are considerably fewer than the predicted 1 in 166 students in
California with an ASD diagnosis according to the IDEA stats, which
goes along with what Shattuck's paper said, that the autistic kids are
not being reached with services, at least not under the "autism"
label.
One big message that we need to keep in mind, however, is that autism
spectrum kids in California only represent 4.3% of the total disabled
student population. If one is immersed in "autism, autism, autism,"
(to quote Sally Bernard of CAN) one can start to imagine that it's the
ONLY disablity that kids and families EVER deal with.
But back to Wisconsin and the Waisman Center where Paul Shattuck
works.
The following is from the Waisman Center website from a few weeks ago:
Experts question prevalent stereotypes about autism...
As theories about autism spread like wildfire in the media and the
general public, a panel of autism experts will reflect on the
validity of four widely held - and potentially inaccurate -
assumptions about the developmental disability.
...
"With the surge in both scientists and society turning their
attention toward autism, there comes responsibility," says Morton
Gernsbacher, a Vilas Research Professor of psychology at UW-Madison
and the symposium's chair and organizer. "It behooves us as
scientists to distinguish uninformed stereotypes from scientific
reality and to move beyond myths and misconceptions."
During her talk, Gernsbacher will cast doubt on the prevalent
notion among autism researchers that autistic individuals lack a
"theory of mind." The belief that autistic children lack a sense of
both their own minds and those of others emerged about 20 years
ago, becoming a seemingly undisputed tenet in the literature since
then, says Gernsbacher.
When the psychologist began delving into the question, however, she
found that scientists usually ascertain how well individuals
perceive the mind with tasks that require a relatively
sophisticated level of linguistic ability. Since a common
diagnostic criteria for autism is the impairment of communication
skills, Gernsbacher says it's not surprising that most autistic
children don't fare well on such theory-of-mind tests.
"I think we as a society fall prey to a slippery slope when we
begin talking about members of our society as not appreciating that
they or others have a mind," says Gernsbacher. "An uncritical
acceptance of the hypothesis that autistic individuals lack a
theory of mind can seriously compromise how autistic individuals
are treated in the workplace, the community and society in
general."
The other panelists will similarly address other stereotypes about
autism. Judith Grether, an environmental epidemiologist who works
for the state of California, will contest the popular notion that
North America is reeling from an autism epidemic. Grether will make
the point that a higher number of reported autism cases - due to
looser diagnostic criteria - doesn't necessarily translate into an
actual rise in the overall number of cases.
...
[Gernsbacher:] "I would like scientists to become more skeptical of
the stereotypes that flourish about autism and members of society
to become more skeptical of the myths that are circulated."
It looks like Wisconsin is leading the way in with
anti-autism-epidemic research from the U.S..
Science, worldwide, is starting to see plainly and state plainly that
there has been nothing like an epidemic of autism.
Hopefully, soon, very soon, wherever autism is discussed,
all will look back on the bad old days when they believed
there had been a devastating tsunami of autistic trainwrecks crashing
across the United States,
threatening to leave destroyed economies in its devastating wake,
tsunamiwreck
and laugh nervously and change the subject.
Heh.
Autism Diva
hopeful
posted by Autism Diva at 11:33 PM
12 Comments:
Anonymous mike stanton said...
The study by Laidler came to similar conclusions last year.
As has been shown, the USDE data on autism are
at odds with studies of autism prevalence, largely
because the criteria used by the school districts (the
source of the USDE data) to categorize children as
autistic are neither rigorous nor consistent. They are
inconsistent over time, as are the medical criteria,
and are inconsistent from region to region. The
USDE data are not reliable for tracking the prevalence
of autism, and they in fact never were meant to
fill this need.
3:44 AM
Blogger notmercury said...
Wow, good story and I look forward to reading the JPeds paper
when it's published.
By 2002, that number had jumped to 2,739. "The conclusion is
that the prevalence of autism has grown by 15,117 percent.
Is that so hard to believe?
5:43 AM
Blogger Joseph said...
There is some diagnosis substitution going on, but this is a
minor part of what's going on in autism. The diagnoses of
mental retardation, for example, have remained close to
population growth levels in California. On the one hand,
there's a bit of diagnosis substitution, but on the other,
there could be a sligh increase in the proportion of
individuals who seek CDDS eligibility.
What actually explains the bulk of the 'autism epidemic' are
two factors:
1) Increasing recognition of autism in the population with
mental retardation.
2) Increasing recognition of autism in the population without
mental retardation.
I've come to this conclusion in my latest blog entry titled
Regional Differences And Quarterly Growth Due To Two Factors.
And I've also argued that there hasn't been an autism epidemic
in No Autism Epidemic: Summary of the Numerical Evidence which
Autism Diva already linked to in one of her recent posts.
9:10 AM
Blogger notmercury said...
Joseph,
Will you blog on this once you've read the paper? I'm looking
forward to your take on it.
10:26 AM
Blogger Jockey said...
I went to a conference on autism education in which a woman who
gives kids educational diagnoses for the Chicago Public Schools
explained and emphasized that educational diagnoses are not the
same as psychiatric diagnoses; the educational diagnosis is
supposed to asign children to the type of classroom/teaching
method that will be most beneficial to it, so children with
AS/HFA do not get educational diagnoses of autism in the CPS,
but kids with, say, Rhett's, will, as might some kids with
mental retardation who don't actually have any PDD.
10:39 AM
Blogger Heraldblog said...
Wisconsin is very advanced when it comes to caring for families
of autistic children. Under the state medicare waiver, the
state pays for ABA therapy for the first three years following
a diagnosis. After that "intensive therapy" period, each family
has access to $10,000 during the "post intensive" period, to
spend on ABA or other approved therapies, as well as
instructional materials and adaptive equipment. I've met
several families who moved here from other states just for the
services.
Ken, Milwaukee
11:18 AM
Blogger Autism Diva said...
Did you hear that??? It's a howl, a howl of pain and rage from
a wounded animal... or maybe its the mercury parents screaming
bloody denial...
---------
Autism Community Calls New Study in Journal Pediatrics
Misleading, Declares Autism Epidemic Real
4/3/2006 2:20:00 PM
To: National Desk, Health Reporter
Contact: Jamie Shor, 202-628.7772
WASHINGTON, April 3 /U.S. Newswire/ -- A study appearing in
next week's edition of Pediatrics titled "Diagnostic
Substitution and Changing Autism Prevalence" is being
questioned by the autism community. The report, authored by Dr.
Paul Shattuck, uses U.S. Department of Education data to
support the hypothesis that real autism rates have not
increased over the last two decades, and that reported
increases are a function of reclassification of students from
learning disabilities and mental retardation categories. This
theory has been rejected in a number of scientific studies. The
autism community would like to see scientific studies based on
more valid databases in order to determine accurate prevalence
trends.
The autism parent organizations including SafeMinds (
http://www.safeminds.org ), the National Autism Association (
http://www.nationalautismassociation.org ), A-CHAMP (
http://www.a-champ.org ), and Generation Rescue ( http://
www.generationrescue.org) see this latest article as part of a
phenomenon of epidemic denial that inhibits open scientific
investigation of autism's causes and blocks allocation of
needed resources into autism. The groups note that the
prevalence of autism now far exceeds other high profile
disorders such as cerebral palsy, cystic fibrosis, and juvenile
diabetes. They request that autism be recognized as a national
emergency and that unbiased epidemiological studies be
conducted that count both older and younger people with autism
to see if the increases are real.
The paper's use of Department of Education data to conclude no
epidemic exists is troubling. The study author himself said
that the data set is inconsistent and is subject to
administrative and policy changes by the states. He notes that
28 of the 48 states included in the analysis do not support his
theory of reclassification as a reason for autism increases.
"Each state has its own rules and the autism rates by state
vary greatly, so aggregating the state-level data to a US
average is not good statistical practice," explained Mark
Blaxill of SafeMinds. "Other, more reliable data sets, like the
California Department of Developmental Disabilities, do show a
real increase in autism."
Autism Groups voiced support for the commentary by Dr. Craig
Newschaffer that accompanies the Shattuck article in
Pediatrics. This commentary makes a number of valid points
regarding Dr. Shattuck's approach and conclusions. The autism
groups note that the hypothesis of reclassification, or
"diagnostic substitution", has been examined and rejected in
several scientific papers as a likely major factor in reported
autism increases. One study was authored by Dr. Newschaffer. A
study by Robert Byrd and a study by Blaxill, Baskin and Spitzer
have also ruled out diagnostic substitution.
More information about the Shattuck study and autism prevalence
may be found at http://www.safeminds.org or by calling Jamie
Shor at 202-628-7772.
http://www.usnewswire.com/
-------
The Byrd study has been seriously challenged by the California
DDS itself. It's a very poor study based on voluntarily
submitted questionnaires that tended to select for a certain
type of responders.
The MIND will likely divorce itself from the Byrd study in
Autism Diva's opinion.
These very howling parent groups are the ones who decided that
the IDEA data was a good way to represent their "epidemic"
belief system. Even though their ideas have been totally
debunked and shredded. Blaxill is a mercury dad totally loaded
down by his (leather covered Gucci) agenda and is not a
scientist by any stretch of the imagination.
The IDEA numbers as evidence for the "epidemic" have been
debunked by Gernsbacher et al and Laider and others, in peer
reviewed published papers, besides the volume of scientific and
skeptical blogging.
Newschaffer is likely to be backpeddling quite a bit from here
on out, he has leaned toward the epidemic in the past... which
is the financially beneficial thing to do... get funding based
on the supposed impending doom of an epidemic... see Dr.
Fombonne's presentation on video at the MIND for more on that.
2:03 PM
Blogger Joseph said...
A study appearing in next week's edition of Pediatrics titled
"Diagnostic Substitution and Changing Autism Prevalence" is
being questioned by the autism community.
I dislike their use of the autism community terminology.
Anyway, at this point the ball is in the court of the autism
epidemic proponents to prove that an autism epidemic has
occurred. The burden of proof has clearly shifted, because:
1) The characteristics of autistics have changed as time goes
by.
2) The 'epidemic' is geographically isolated.
3) Characteristics linked to autism are not on the rise.
It's their turn. I'm waiting to hear back from them.
2:19 PM
Anonymous Anonymous said...
I already received an email this AM stating that the study is
potentially "biased" by "conflict of interest" and "probably
falsified" data. The demand is for a full inquiry by the
University of Wisconsin.
i.e., Don't do the analysis when you can just tar the
researcher.
BTW--the paper and the commentaries by Shattuck and Newschaffer
are up on the Pediatrics website if you have access.
I'm not commenting on the Shattuck and Newschaffer paper(s)
because I haven't gotten a chance to read them yet, but as Mike
noted, Laidler already pointed out some of the problems.
Laidler also mentioned the possible ASD/MR diagnosis inversion
in a talk I attended last summer but I think that his paper was
already in prepress at that time.
Regan
2:20 PM
Blogger Alyric said...
Blaxill - Bleh
Whatever is in the the water at Uni Wisconsin should be use to
spike the DAN and CAN water coolers. Aren't those guys
weonderful?
3:55 PM
Blogger notmercury said...
"The autism community would like to see scientific studies
based on more valid databases in order to determine accurate
prevalence trends."
Translation: Those of us who believe mercury causes autism
don't appreciate studies contrary to our
litigation.....err....investigations concerning the cause
(which we all know is mercury) of the increase or decrease in
autism rates as it serves our purposes.
6:03 PM
Blogger Heraldblog said...
SafeMinds begs to differ. From their press release:
A study appearing in next week's edition of Pediatrics titled
"Diagnostic Substitution and Changing Autism Prevalence" is
being questioned
by the autism community. The report, authored by Dr. Paul
Shattuck, uses US Department of Education data to support the
hypothesis that real autism rates have not increased over the
last two decades, and that reported increases are a function of
reclassification of students from learning disabilities and
mental retardation categories. This theory has been rejected in
a number of scientific studies. The autism community would like
to see scientific studies based on more valid databases in
order to determine accurate prevalence trends.
12:40 PM
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