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Automated Hovering in Health Care - Watching Over the 5000 Hours

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Abstract

The dominant form of health care financing in the United States supports a reactive, visit-based model in which patients are seen when they become ill, typically during hospitalizations and at outpatient visits. That care model falls short not just because it is expensive and often fails to proactively improve health, but also because so much of health is explained by individual behaviors,(1) most of which occur outside health care encounters. Indeed, even patients with chronic illness might spend only a few hours a year with a doctor or nurse, but they spend 5000 waking hours each year engaged in everything . . .
Perspective
The
NEW ENGLA ND JOURNA L
of
MEDICIN E
july 5, 2012
n engl j med 367;1 nejm.org july 5, 2012 1
outpatient visits. That care model
falls short not just because it is
expensive and often fails to pro-
actively improve health, but also
because so much of health is ex-
plained by individual behaviors,
1
most of which occur outside
health care encounters. Indeed,
even patients with chronic illness
might spend only a few hours a
year with a doctor or nurse, but
they spend 5000 waking hours
each year engaged in everything
else — including deciding wheth-
er to take prescribed medications
or follow other medical advice, de-
ciding what to eat and drink and
whether to smoke, and making
other choices about activities that
can profoundly affect their health.
The increasing attention being
paid to those 5000 hours takes
various forms. Employers are fo-
cusing more on employees’ well-
ness — how they eat, whether
they smoke, and how much they
exercise. Medication adherence has
become a more important goal,
thanks to growing recognition
that many people with chronic
conditions fail to take their medi-
cations regularly and therefore do
not get the benefits that health
care can provide. Home-based bio-
metric assessments of indicators
such as glucose level, blood pres-
sure, and weight are emerging as
part of longitudinal clinical care.
Transitional care models are be-
ing touted as a way of coordinat-
ing care beyond hospitalization.
And hospitals and health plans
are developing “hot-spotter” ap-
proaches, deploying tailored and
intensive attention to managing
the care of their most challeng-
ing patients.
2
All these activities
occur outside the conventional,
billable, clinical encounter — and
all reflect some sort of hovering
over people in their daily lives.
Conventional approaches to im-
proving patient engagement along
these dimensions have been per-
sonnel-intensive — using visiting
nurses or clinically staffed tele-
medicine services. Although re-
sults have been mixed, in general
these programs have not fulfilled
their promise. One problem is
that using personnel in hovering
is expensive and therefore diffi-
cult to scale up and to justify, ex-
cept for the very sickest patients,
some of whom might be too sick
to benefit. Another problem is
Automated Hovering in Health Care — Watching
Over the 5000 Hours
David A. Asch, M.D., M.B.A., Ralph W. Muller, M.A., and Kevin G. Volpp, M.D., Ph.D.
The dominant form of health care financing in
the United States supports a reactive, visit-
based model in which patients are seen when they
become ill, typically during hospitalizations and at
The New England Journal of Medicine
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Copyright © 2012 Massachusetts Medical Society. All rights reserved.
PERSPECTIVE
n engl j med 367;1 nejm.org july 5, 2012
2
that initiating and maintaining
patient engagement is difficult.
A large multicenter trial of tele-
monitoring for patients with heart
failure showed no effect on the
primary outcomes of rehospital-
ization and death; moreover, 14%
of those assigned to the interven-
tion group would not use the
system at all, and nearly half of
those who did lost interest over
time. One challenge, therefore, is
finding a way to automate hover-
ing to reduce its cost. A related
challenge is figuring out how to
incorporate it into people’s lives
in ways that are not just accept-
able and convenient, but ideally
even welcomed.
Three recent developments sug-
gest that automated hovering may
offer promise. First are early ef-
forts at payment mechanisms that
support more accountability for
health outcomes including
nonreimbursement for prevent-
able readmissions and bundling of
payments around the goals of care
rather than encounters. These
changes provide a financial en-
gine to support automated hover-
ing initiatives.
The second development is
our deepening understanding of
behavioral economics and the re-
ality that although most people
want better health and typically
know what it would take to
achieve it, the desires, distractions,
and urgencies of the moment of-
ten get in the way of pursuing
what’s in their own long-term
self-interest. Behavioral econom-
ics explains why people are pre-
dictably irrational and provides
tools for redirecting their behav-
ior with carefully deployed nudg-
es and financial incentives.
3
The third development is the
expanded reach of both sophisti-
cated and simple technologies —
cell phones, wireless devices, and
the Internet — that can help
health experts connect to people
during their everyday lives. Nei-
ther wireless devices nor behav-
ioral economics were part of the
disease-management programs
that have produced mixed results
in the past.
There is already considerable
evidence of the promise of auto-
mated hovering. One study of pa-
tients taking warfarin deployed a
home-based pill dispenser that
was electronically tethered to a
lottery system. Patients were au-
tomatically entered into a daily
random drawing, with a small
chance of winning $100 and a
larger chance of winning $10.
Each day, patients were electroni-
cally notified if their number had
come up which it would do
about 1 day in 5 — but were eli-
gible for the prize only if they
had taken their warfarin the pre-
vious day, as signaled by the dis-
penser. The system provided daily
engagement, the chance of a prize,
and a sense of anticipated regret:
no one wants to receive news of
winning only to be disqualified
for nonadherence the previous day.
The expected value of the lottery
was less than $3 per day, but the
system reduced the rate of incor-
rect doses from 22% to about 3%
and reduced the rate of out-of-
range international normalized
ratios from 35% to 12%.
4
Such a
system could easily be deployed
to improve medication adherence
among patients discharged from
the hospital with congestive heart
failure or after being treated for
acute coronary syndromes. This
system uses technology with an
engagement strategy informed by
behavioral economics to hover
over patients.
In another clinical trial, pa-
tients with difficult-to-control di-
abetes were randomly assigned to
receive usual care or mentorship
from another patient who had
previously managed to tame his
or her own diabetes. The mentor
merely had to call the patient once
a week. The result at 6 months was
glycated hemoglobin levels more
than a full percentage point lower
than those in the control group,
created by a system requiring
minimal technology to produce
hovering that was “automatic”
from the clinician’s perspective.
5
This kind of hovering must be
targeted to the right clinical and
social circumstances. The biggest
savings will probably come from
reducing preventable hospitaliza-
tions or delaying entrance into
nursing homes, because that’s
where so much spending current-
ly occurs. However, cell-phone
mentors and automatic pill-bot-
tle reminders probably won’t of-
fer much to patients who are fre-
quently hospitalized owing to a
combination of severe illness and
challenging life circumstances.
These patients, at one end of the
spectrum of intensity of health
care needs, require a more per-
sonnel-intensive approach that fo-
cuses as much on social circum-
stances as on complex medical
care. The best targets for auto-
mated hovering are conditions
whose management depends sub-
stantially on individual patients’
behavior. Good targets are medi-
cation adherence in patients with
heart failure or acute coronary
syndromes and efforts to manage
diet, exercise, or weight. The
amount of hovering required to
engage patients in healthy behav-
iors during those 5000 hours will
depend critically on the intensity
of their needs, but automated
systems might be a cost-effective
solution for many patients.
There are potential concerns.
Some people might worry that
Auto mated Hover ing in He alth C are
The New England Journal of Medicine
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Copyright © 2012 Massachusetts Medical Society. All rights reserved.
n engl j med 367;1 nejm.org july 5, 2012
PERSPECTIVE
3
too much hovering will erode pa-
tients’ sense of personal respon-
sibility or that hovering in one
area might distract providers or
patients from other important
health issues. Others may worry
that hovering is too intrusive or
paternalistic though patients
could easily opt out, and it’s ar-
guably no more paternalistic than
traditional approaches to improv-
ing patient outcomes. It will be
important to ensure that new
hovering efforts are evaluated
carefully, with assessment of both
intended and potential unintend-
ed consequences.
And of course, there is a con-
siderable amount we don’t know
about these approaches: the kinds
of patients, conditions, or set-
tings for which they will be the
most useful; the organizations
(hospitals, employers, or insur-
ers) that should be the ones to
deploy them; and how to make
them heard over the din of every-
thing else that competes for atten-
tion while remaining unintrusive
enough that nudges don’t become
self-defeating nags. There are both
clinical and research opportunities
in pursuing an approach that is
just as rigorous as our approach
to other areas of medicine. Care-
ful iterative testing is essential
because these new forms of pa-
tient engagement, whatever shape
they take, will be central to im-
proving population health in our
future health care system.
Disclosure forms provided by the authors
are available with the full text of this article
at NEJM.org.
From the Center for Health Equity Research
and Promotion, Philadelphia Veterans Af-
fairs Medical Center (D.A.A., K.G.V.), the
University of Pennsylvania Health System
Center for Innovations in Health Care Fi-
nancing (D.A.A., R.W.M., K.G.V.), the Penn
CMU Roybal P30 Center in Behavioral Eco-
nomics and Health (D. A.A., K.G.V.), the
Leonard Davis Institute of Health Econom-
ics, Center for Health Incentives and Behav-
ioral Economics (D.A.A., R.W.M., K.G.V.),
and the Perelman School and Wharton
School (D.A.A., K.G.V.), University of Penn-
sylvania — all in Philadelphia.
This article was published on June 20, 2012,
at NEJM.org.
1. McGinnis JM, Williams-Russo P, Knick-
man JR. The case for more active policy at-
tention to health promotion. Health Aff
(Millwood) 2002;21:78-93.
2. Gawande A. The hot spotters. The New
Yorker. January 24, 2011.
3. Volpp KG, Asch DA, Galvin R, Loewen-
stein G. Redesigning employee health incen-
tives — lessons from behavioral economics.
N Engl J Med 2011;365:388-90.
4. Volpp KG, Loewenstein G, Troxel A, et al.
A test of financial incentives to improve war-
farin adherence. BMC Health Serv Res 2008;
8:272.
5. Long JA , Jahnle EC, Richardson DM,
Loewenstein G, Volpp KG. Peer mentoring
and financial incentives to improve glucose
control in African American veterans: a ran-
domized trial. Ann Intern Med 2012;156:416-
24.
DOI: 10.1056/NEJMp1203869
Copyright © 2012 Massachusetts Medical Society.
Auto mated Hover ing in He alth C are
T
hree decades of research fo-
cused predominantly on
costs and the use of services
among Medicare beneficiaries
has repeatedly found wide re-
gional variations in health care
experiences and health system
performance.
1
Much less atten-
tion has been paid to variations
in access to care and their asso-
ciated implications for quality of
care and health outcomes. Our re-
cent Commonwealth Fund report,
“Rising to the Challenge: Results
from a Scorecard on Local Health
System Performance,
2
shows that
when we look beyond state aver-
ages, there are staggeringly wide
gaps in people’s ability to gain ac-
cess to care in different commu-
nities around the country. We
also find a strong and persistent
association between access and
health care quality, including the
receipt of preventive care.
Simply put, where a person
lives matters — it influences the
ability to obtain health care, as
well as the probable quality of
care that will be received —
though it should not matter in an
equitable health care system. This
and other Scorecard findings have
important implications that are
relevant to national policy reforms
and to newly available resources
for improving access and quality
of care.
The Scorecard tracks 43 health
system performance measures
grouped into four dimensions:
access, prevention and treatment,
potentially avoidable hospital use
and cost, and healthy lives. The
analysis examined the range of
variation across all 306 hospital
referral regions (HRRs) — region-
al health care markets defined
with the use of patient-flow data
for the Dartmouth Atlas of Health
Care and drew largely from
publicly available data, generally
from 2008 to 2010. (See the Sup-
plementary Appendix, available
Geographic Variation in Access to Care — The Relationship
with Quality
David C. Radley, Ph.D., M.P.H., and Cathy Schoen, M.S.
The New England Journal of Medicine
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Copyright © 2012 Massachusetts Medical Society. All rights reserved.
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... UC probands that positively confirm identity will receive an invitation to complete a brief (~ 1 min) one-time survey inquiring about their preferences for receiving health information. We include the survey to avoid both identity [50,51,84]; participants can engage with information on their own schedule A foundation-led FH cascade screening program in the Netherlands was highly effective at increasing FH screening [36][37][38]; personalized contact can address complex barriers confirmation outreach without follow-up (which would deviate from typical health system practice) and contamination between conditions (e.g., calling attention to FH status). UC probands will be offered the chance to enter a drawing to win one $100 gift card in exchange for completing the survey. ...
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Background Familial hypercholesterolemia (FH) is a heritable disorder affecting 1.3 million individuals in the USA. Eighty percent of people with FH are undiagnosed, particularly minoritized populations including Black or African American people, Asian or Asian American people, and women across racial groups. Family cascade screening is an evidence-based practice that can increase diagnosis and improve health outcomes but is rarely implemented in routine practice, representing an important care gap. In pilot work, we leveraged best practices from behavioral economics and implementation science—including mixed-methods contextual inquiry with clinicians, patients, and health system constituents—to co-design two patient-facing implementation strategies to address this care gap: (a) an automated health system-mediated strategy and (b) a nonprofit foundation-mediated strategy with contact from a foundation-employed care navigator. This trial will test the comparative effectiveness of these strategies on completion of cascade screening for relatives of individuals with FH, centering equitable reach. Methods We will conduct a hybrid effectiveness-implementation type III randomized controlled trial testing the comparative effectiveness of two strategies for implementing cascade screening with 220 individuals with FH (i.e., probands) per arm identified from a large northeastern health system. The primary implementation outcome is reach, or the proportion of probands with at least one first-degree biological relative (parent, sibling, child) in the USA who is screened for FH through the study. Our secondary implementation outcomes include the number of relatives screened and the number of relatives meeting the American Heart Association criteria for FH. Our secondary clinical effectiveness outcome is post-trial proband cholesterol level. We will also use mixed methods to identify implementation strategy mechanisms for implementation strategy effectiveness while centering equity. Discussion We will test two patient-facing implementation strategies harnessing insights from behavioral economics that were developed collaboratively with constituents. This trial will improve our understanding of how to implement evidence-based cascade screening for FH, which implementation strategies work, for whom, and why. Learnings from this trial can be used to equitably scale cascade screening programs for FH nationally and inform cascade screening implementation efforts for other genetic disorders. Trial registration ClinicalTrials.gov, NCT05750667. Registered 15 February 2023—retrospectively registered, https://clinicaltrials.gov/study/NCT05750667.
... Unfortunately, the U.S. healthcare model mostly relies on visits to healthcare providers in response to illness, totaling only a few contact hours between patients and healthcare providers per year (Asch et al., 2012;Tai-Seale et al., 2007). Most health-behavior change occurs outside of these contact hours, making it difficult to deliver effective health-behavior-change interventions (Schroeder, 2007;Winett, 1995). ...
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... People spend very little time engaged with a physician or other health care provider but spend an estimated 5000 hours each year in activities that can influence their health [36]. National survey data reveal that nearly half of all US adults report using wearable devices daily, and the majority are willing to share their health data with health care providers [37]. ...
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Background Resting heart rate (HR) and routine physical activity are associated with cardiorespiratory fitness levels. Commercial smartwatches permit remote HR monitoring and step count recording in real-world settings over long periods of time, but the relationship between smartwatch-measured HR and daily steps to cardiorespiratory fitness remains incompletely characterized in the community. Objective This study aimed to examine the association of nonactive HR and daily steps measured by a smartwatch with a multidimensional fitness assessment via cardiopulmonary exercise testing (CPET) among participants in the electronic Framingham Heart Study. Methods Electronic Framingham Heart Study participants were enrolled in a research examination (2016-2019) and provided with a study smartwatch that collected longitudinal HR and physical activity data for up to 3 years. At the same examination, the participants underwent CPET on a cycle ergometer. Multivariable linear models were used to test the association of CPET indices with nonactive HR and daily steps from the smartwatch. Results We included 662 participants (mean age 53, SD 9 years; n=391, 59% women, n=599, 91% White; mean nonactive HR 73, SD 6 beats per minute) with a median of 1836 (IQR 889-3559) HR records and a median of 128 (IQR 65-227) watch-wearing days for each individual. In multivariable-adjusted models, lower nonactive HR and higher daily steps were associated with higher peak oxygen uptake (VO2), % predicted peak VO2, and VO2 at the ventilatory anaerobic threshold, with false discovery rate (FDR)–adjusted P values <.001 for all. Reductions of 2.4 beats per minute in nonactive HR, or increases of nearly 1000 daily steps, corresponded to a 1.3 mL/kg/min higher peak VO2. In addition, ventilatory efficiency (VE/VCO2; FDR-adjusted P=.009), % predicted maximum HR (FDR-adjusted P<.001), and systolic blood pressure-to-workload slope (FDR-adjusted P=.01) were associated with nonactive HR but not associated with daily steps. Conclusions Our findings suggest that smartwatch-based assessments are associated with a broad array of cardiorespiratory fitness responses in the community, including measures of global fitness (peak VO2), ventilatory efficiency, and blood pressure response to exercise. Metrics captured by wearable devices offer a valuable opportunity to use extensive data on health factors and behaviors to provide a window into individual cardiovascular fitness levels.
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A 7-year-old girl with a history of recurrent urinary tract infection since the age of 3 years is known to have bilateral, moderately severe (grade III) vesicoureteral reflux. Renal scintigraphy with technetium-99-labeled dimercaptosuccinic acid has revealed bilateral scarring in the upper poles of her kidneys, with more severe scarring on the left kidney than on the right. Despite ongoing antimicrobial prophylaxis, she has recently had another febrile urinary tract infection, which responded well to antibiotic treatment. Radionuclide cystography reveals persistent bilateral, moderately severe vesicoureteral reflux. The patient has no history of constipation or dysfunctional voiding. She is referred to a pediatric urologist, who discusses with the patient and her parents the various treatment options, including endoscopic correction.
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The American Urological Association established the Vesicoureteral Reflux Guideline Update Committee in July 2005 to update the management of primary vesicoureteral reflux in children guideline. The Panel defined the task into 5 topics pertaining to specific vesicoureteral reflux management issues, which correspond to the management of 3 distinct index patients and the screening of 2 distinct index patients. This report summarizes the existing evidence pertaining to children with diagnosed reflux including those young or older than 1 year without evidence of bladder and bowel dysfunction and those older than 1 year with evidence of bladder and bowel dysfunction. From this evidence clinical practice guidelines were developed to manage the clinical scenarios insofar as the data permit. The Panel searched the MEDLINE(R) database from 1994 to 2008 for all relevant articles dealing with the 5 chosen guideline topics. The database was reviewed and each abstract segregated into a specific topic area. Exclusions were case reports, basic science, secondary reflux, review articles and not relevant. The extracted article to be accepted should have assessed a cohort of children with vesicoureteral reflux and a defined care program that permitted identification of cohort specific clinical outcomes. The reporting of meta-analysis of observational studies elaborated by the MOOSE (Meta-analysis Of Observational Studies in Epidemiology) group was followed. The extracted data were analyzed and formulated into evidence-based recommendations. A total of 2,028 articles were reviewed and data were extracted from 131 articles. Data from 17,972 patients were included in this analysis. This systematic meta-analysis identified increasing frequency of urinary tract infection, increasing grade of vesicoureteral reflux and presence of bladder and bowel dysfunction as unique risk factors for renal cortical scarring. The efficacy of continuous antibiotic prophylaxis could not be established with current data. However, its purported lack of efficacy, as reported in selected prospective clinical trials, also is unproven owing to significant limitations in these studies. Reflux resolution and endoscopic surgical success rates are dependent upon bladder and bowel dysfunction. The Panel then structured guidelines for clinical vesicoureteral reflux management based on the goals of minimizing the risk of acute infection and renal injury, while minimizing the morbidity of testing and management. These guidelines are specific to children based on age as well as the presence of bladder and bowel dysfunction. Recommendations for long-term followup based on risk level are also included. Using a structured, formal meta-analytic technique with rigorous data selection, conditioning and quality assessment, we attempted to structure clinically relevant guidelines for managing vesicoureteral reflux in children. The lack of robust prospective randomized controlled trials limits the strength of these guidelines but they can serve to provide a framework for practice and set boundaries for safe and effective practice. As new data emerge, these guidelines will necessarily evolve.
Article
We compared the development of new renal damage in small children with dilating vesicoureteral reflux randomly allocated to antibiotic prophylaxis, endoscopic treatment or surveillance as the control group. Included in the study were 128 girls and 75 boys 1 to younger than 2 years with grade III-IV reflux. Voiding cystourethrography and dimercapto-succinic acid scintigraphy were done before randomization and after 2 years. Febrile urinary tract infections were recorded during followup. Data analysis was done by the intent to treat principle. New renal damage in a previously unscarred area was seen in 13 girls and 2 boys. Eight of the 13 girls were on surveillance, 5 received endoscopic therapy and none were on prophylaxis (p = 0.0155). New damage was more common in children with than without febrile recurrence (11 of 49 or 22% vs 4 of 152 or 3%, p <0.0001). In boys the rate of new renal damage was low. It was significantly higher in girls and most common in the control surveillance group. There was also a strong association between recurrent febrile UTIs and new renal damage in girls.
Article
The purpose of ureterocystoneostomy to correct vesicoureteral reflux is to thereby prevent recurrent febrile urinary tract infections (UTIs). The objective of this study was to determine the frequency of UTI in adult women who underwent reimplantation as children, with the emphasis on infections during pregnancy. Included in the study were women over 20 years of age who underwent surgery for primary reflux between 1969 and 2004. A total of 392 patients were identified and information on their case history, surgery and follow-up was collected from the medical records. A questionnaire, requesting information on their present state of health, and occurrences of lower or upper UTI since the age of 16 and during any pregnancies, was sent to 337 of these patients. In all, 242 (84%) of the questionnaires were returned. UTIs had occurred in 42% of the women before they had any sexual activity; thereafter the frequency increased to 61%. In 113 of the 282 women, 242 pregnancies were recorded. UTI occurred during 59 pregnancies (24%): 19% lower, 5% upper. Risk factors for UTI during pregnancy were infections as adults or decreased differential renal function (< or = 30%). There is an ongoing risk of UTI in adult women after anti-reflux surgery in childhood. During pregnancy, these women represent a population at risk who should be observed very closely.
Article
This study was undertaken to determine the prevalence of hypertension in children with primary, uncomplicated vesicoureteral reflux (VUR) and to evaluate the relationship between blood pressure (BP), grade and duration of reflux, and renal scarring. Subjects were identified retrospectively during a 17-year period; of 146 subjects who agreed to participate, 129 (88.4%) were female. Mean age at diagnosis was 5.0 years (range, 1 month to 16 years), and at follow-up was 14.4 years (range, 5 months to 21 years). Mean duration of follow-up was 9.6 years. Renal scarring was detected in 34.3% of patients by intravenous pyelogram, ultrasonography, or both. The BP at diagnosis was linearly related to the grade of reflux, but values were not higher than expected norms for age. At follow-up, mean systolic and diastolic BP were at the 41.6 percentile and the 18.7 percentile, respectively. No patient's BP was above the 55th percentile. After a mean follow-up period of 10 years, we conclude that primary, uncomplicated VUR, regardless of the number of documented urinary tract infections, duration and severity of reflux, modality of therapy, presence of renal scarring, and duration of follow-up, is not associated with the development of hypertension. Hypertension does not appear to be a complication of VUR and urinary tract infection unless there is preexisting dysplasia.
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Primary vesicoureteral reflux (VUR), one of the principal causes of chronic renal failure (CRF), occurs as a result of two distinct and sex-related mechanisms: congenital renal hypoplasia, which is prevalent in males, and acquired renal scarring in females. We used data from the ItalKid Project, a prospective population-based CRF registry of patients undergoing conservative treatment, to evaluate the gender distribution and severity of primary VUR, the age at diagnosis, and the diagnostic and therapeutic methods adopted in children with CRF. The prevalence of males (77.5%), the severity of VUR (grade IV-V), and the early age at diagnosis (18% prenatally) seem to suggest that congenital renal damage is the major cause of pediatric CRF.