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    Original ResearchCost Savings of Telemedicine Utilization for Child Psychiatry

    in a Rural Kansas Community

    Ryan Spaulding, Ph.D.,1 Norbert Belz, MHSA, RHIA,1

    Stephen DeLurgio, Ph.D.,2 and Arthur R. Williams, Ph.D.2,3

    1Center for Telemedicine and Telehealth, University of Kansas

    Medical Center, Kansas City, Kansas.2Childrens Mercy Hospitals and Clinics, Kansas City, Missouri.3University of Missouri Medical School, Kansas City, Missouri.

    Abstract

    The costs of pediatric telemedicine services remain underreportedand understudied; however, there is evidence that telepediatric ser-

    vices can be cost competitive with traditional ones. For 15 years, the

    University of Kansas Center for Telemedicine and Telehealth has

    been providing telemental health outreach from the University of

    Kansas Medical Center (KUMC). One service site is located in

    Crawford County, Kansas, which provides telepsychiatry services to

    children and adolescents. The purpose of this study was to examine

    the costs of operating the Crawford County site relative to accessing

    services at KUMC, the likely alternative service location. The cost of

    travel time to parents who accompanied a dependent to either lo-

    cation also was estimated. Patients and parents were examined over

    a 6-month period in 2006. One hundred thirty-two patients received

    257 telemedicine psychiatric consultations during this period. Costestimates for using the pediatric telemedicine service were assessed

    for all patients; however, travel and related costs were collected from

    a sample of 26 patientparent dyads. The estimated costs of services

    were obtained using standard cost-accounting procedures. An av-

    erage cost per consultation in Crawford County was $168.61. The

    cost savings in travel time and other expenses to parents and patients

    were substantial between use of the county site and KUMC. Sub-

    tracting average savings in travel costs to patients and parents

    produced an average cost of a telepsychiatry consult in Crawford

    County of only $30.99. This study was conducted over 6 months with

    a small number of observations; it should be replicated over a longer

    study period, with more patients, and with more data that might

    capture marginal costs of services.

    Key words: telepsychiatry, business administration/economics, tele-

    medicine

    Introduction and Literature Review

    The University of Kansas Center for Telemedicine and Tele-

    health at the University of Kansas Medical Center (KUMC)

    has been providing telemental health services for 15 years

    in Kansas. For*12 of these years, a robust telepsychiatry

    clinic has been operating at a community mental health center lo-

    cated in Crawford County in the southeast region of Kansas. In co-

    operation with the community mental health center administrators

    and the attending telepsychiatrist, a cost-accounting analysis was

    completed to better understand the institutional and patient costs

    associated with providing telepsychiatry in rural Kansas.

    A PubMed search of articles and reports was conducted on

    September11, 2009, forthe years 2000 to present using thefollowing

    search terms: telemedicinepsychiatry (379); telemedicinepsy-

    chiatrypediatrics (14); and telemedicinepsychiatry cost (5).

    The number of articles or reports found is shown in parentheses. Of

    the five articles found that deal with the topic of this analysis, only

    twocontained empiricalcost data. Theotherthreewere reviews of the

    literature.

    Hersh et al.1 reviewed the literature in telemedicine used for

    Medicare before 2000, of which our interest in pediatric tele-

    psychiatry would only be a small subset. In any case, the Hersh et al.1

    review identified only 28 studies; none of these dealt with pediatric

    service cost, the topic of this study. The authors conclusions were

    that, studies assessing the efficacy or cost are insufficient to permit

    definitive statements about the evidence supporting (or not sup-

    porting) the benefits of telemedicine. Pesamaa et al.2 searched for

    articles covering the period of 1966 to June 2003 for videoconfer-

    encing in child and adolescent telepsychiatry, and found 27 articles

    covering patient care or consultation, evaluation of a clinical service

    or education, and assessments of satisfaction with videoconferenc-

    ing. Three studies presented some calculations of cost-effectiveness;

    however, costs were very crudely measured, and procedures used

    were not reported in sufficient detail to determine exactly how or

    which costs were measured. A more recent review of clinical tele-

    health across the disciplines by Jarvis-Selinger et al.3 identified 397

    articles focused on videoconferencing in clinical contexts, but this

    included a wide array of medical disciplines both adult and pediatric.

    Those studies providing explicit cost estimates were not identified by

    the authors, but they stated, because fixed costs of establishing

    telemedicine programs are substantial a sufficient amount of work-load is required to justify equipmentexpenditures. They did notnote

    that these costs have fallen sharply over the last decade, and the data

    supporting their assertion are not provided.

    The two cost studies found in the current search were quite dif-

    ferent. Edwards and Patel4 provided an important description of a

    telemedicine program designed to meet needs of a remote rural

    population in Maine. Forty-one percent of the clinical consultations

    (n518) were provided to mental health/psychiatry patients, but the

    number of services provided to children versus adults is not given.

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    The costs reported were those saved by staff engaged in distant

    clinical, educational, and administrative activities versus provider

    and participant on-site delivery of services. The reported savings are

    substantial from $386 to $491 perconsultation. The costs reported by

    Edwards and Patel4 have little relevance to this article, which is fo-

    cused on the delivery of distant psychiatric consultations to childrenand adolescents.

    The article by Smith et al.5 comes closest to addressing our con-

    cerns. They examined the costs of providing 1,499 clinical consul-

    tations to patients over 5 years through a telepediatric service in

    Queensland, Australia. Only 2% of consultations were telepsychiatry

    services. They found average telemedicine costs per consultation to

    be A$637.76 (about U.S. $551.08) versus average face-to-face or

    traditional service costs of A$1,036.20 (about U.S. $895.38). The

    authors conducted a break-even analysis to find that costs of tele-

    medicine services reach a threshold of cost equality with traditional

    services when 774 telemedicine consultations are provided. Con-

    sultations beyond774 would provide a cost advantageto the distance

    modality. Unfortunately, linear break-even analysis can be mis-

    leading when cost-curves are declining sharply and nonlinearly as

    commonly observed in telemedicine services.

    Doolittle et al.6 were able to estimate pseudo-cost-curves for 386

    telemedicine consultations provided to children in 10 school clinics,

    including total, average, and marginal costs of the service. This

    analysis indicated that a cost savings in favor of telemedicine oc-

    curred when 165200 consultations were provided annually at a

    service site. About 23% of the consultations provided in the study

    were psychiatric and the rest were ambulatory pediatric consultations

    of various types. The average cost of a consultation at a point of

    equality between telemedicine and traditional face-to-face consul-

    tation was about $153. The University of Kansas Center for Tele-medicine and Telehealth was the telemedicine service provider.

    While there appears to be a substantial discrepancy between these

    estimates and the Australian study, these may arise due to the use of

    cost-curves versus break-even analysis, where the later would

    overestimate costs that had a sharply declining marginal cost-curve

    as illustrated in Doolittle et al.6 Additionally, the consultations pro-

    vided at KUMC were predominantly well-child and preventive care

    that may be less costly than the variety of specialty services required

    by and provided to children in the Australian study. Last, it is highly

    likely that fixed and variable costs were accounted for differently in

    the two studies. Telepsychiatry for children and adolescents is only

    one of a number of services provided at KUMC using dedicated

    equipment and staff; therefore, overhead costs were apportioned bypercentage usage among the services provided to children in school

    and other uses of the KUMC telemedicine facility. At >165 consults

    the KUMC and school-clinic-site fixed costs become relatively small

    and total costs approach variable costs. After adjusting the average

    Australian variable cost in U.S. dollars per consultation by various

    deflators to 2002 U.S. dollars, the adjusted Australian average vari-

    able costs to be about $170, which is quite close to our estimate of

    $153 at the U.S. threshold. This lends some concurrent validity to the

    results of both studies.

    In previous studies, we have shown that travel time and costs of

    providers to distant service sites are not cost competitive with tele-

    medicine.7,8 This finding is consistent with Edwards and Patel4

    however, our previous cost studies were in adult teleoncology. The

    purpose of this article is to report some findings concerning costs of

    providing telepsychiatry services to children and adolescents. Anoted above, costs of telemedicine remain underreported and the

    provision of pediatric services is particularly understudied, but there

    is some evidence that telepediatric consultations can be more than

    cost competitive with traditional ones.

    The data accumulated in this study permit cost reporting of the

    telepsychiatry service relevant to the providers, KUMC, and the dis

    tant site in a rural Kansas county. Included are estimated average

    costs of service provision by the providers and savings in travel costs

    to patients and families as they utilize telemedicine for the psychi-

    atric care of children.

    Service SettingFrom January 1, 2006, through June 30, 2006, all psychiatric

    consultations provided to child (up to 12 years) and adolescent (1318

    years) patients through a telemedicine modality in Crawford County

    Kansas, were monitored for later calculations of the cost of the ser-

    vice to both providers and to patients. Two hundred fifty-seven tele

    medicine psychiatric consultations were provided to 132 uniqu

    patients during this 6-month observation period. Personnel changes a

    both the service and KUMC sites delayed these data from earlie

    publication. Although some time has passed, these data suggest cos

    savings that may be even more significant in current dollars.

    The Crawford County service site was *136 miles from KUMC o

    *2 h and 19 min average one-way travel time. Crawford County in

    the southeast corner of Kansas has a population of 38,242, 93%white, 23% under 18 years of age, and 17% of youth live below the

    poverty line. Pittsburg is the largest town in the county with a pop-

    ulation of 19,152. KUMC-affiliated providers, county govern

    ment, and private practitioners are the sources of primary medica

    care for the populace. There is only one pediatric psychiatrist in the

    county.

    MethodsInstitutional Review Board approval was obtained for this study

    due to the involvement of human subjects, particularly children

    under the age of 18, and all participants provided signed consent. Fo

    analysis,two types of cost data were collected. Thefirst were thecost

    of operating the two service sites. The second was the cost of travetime of the accompanying parent or parents in cases in which more

    than one parent accompanied the child or adolescent.

    The estimated costs of services provided are comprehensive. Al

    costs, including overheads arising from the treatment of these pa-

    tients at the service site in Crawford County and at the originating

    telemedicine site at KUMC, are calculated using common hospi

    tal accounting procedures to measure fixed and variable costs.

    Applications of these procedures in this study are briefly mentioned

    below.

    SPAULDING ET AL.

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    COSTS TO PROVIDERS

    All telemedicine services were provided by psychiatrists at KUMC.

    This service was provided under contract with the patient service site.

    All related minor administrative needs and costs, such as record-

    keeping for the teleconsultations, were covered by the KUMC phy-

    sician contract. Despite this, the contracted physician costs may

    underestimate actual physician time costs, since the negotiated

    contract was priced attractively for the service site and was estimated

    to be close to the Medicaid reimbursed cost. Thus, the degree of

    underestimation in the contract would be similar to underpayments

    by Medicaid for this service. Nevertheless, this cost roughly ap-

    proximated the actual variable costs of physician services.

    The one pediatric psychiatrist regularly practicing on-site in

    Crawford County was not a member of the KUMC faculty, and he

    rendered face-to-face services to patients throughout this observa-

    tion period but not to patients receiving telemedicine consultations.

    Costs related to this on-site physician are not included in the service

    costs of this report. In our results, these physician contracted ex-

    penses are recorded under Crawford County costs.

    All other personnel expenses were directly paid by the Crawford

    County site. These included a nurse practitioner, a registered nurse or

    licensed practical nurse, and clerical time. The costs reported below

    were calculated on a percentage use of time by pediatric tele-

    psychiatry patients. Equipment costs were fully amortized annual

    expenses of all telemedicine equipment.

    The only operating expenses or variable costs recorded at the

    KUMC site were annual line charges and the use of technical/main-

    tenance support. Equipment at KUMC was fully amortized; therefore,

    we adjusted the estimate of annual charges to be equal to those

    charged under Crawford County costs. Technical/maintenance sup-

    port was much lower than would be encountered during a start-up orearly operation, since the delivery of other telemedicine services had

    led to the training of on-site personnel in trouble shooting. Required

    trouble-shooting operations beyond the expertise of these personnel

    were conveniently handled by telephone with a technician at KUMC

    during the 6-month observation period.

    Fixed costs were allocated as follows. The cost of office space for

    service delivery was theprice per square foot forsimilar officespace in

    Pittsburg and Kansas City, Kansas, multiplied by the actual percentage

    of square footage utilized for service delivery. Prices were obtained

    from real estate data searches in the two communities utilizing both

    Web searches and inquiries with real estate agents. The price used per

    square foot was almost 50% higher in Kansas City, Kansas, at $17 per

    square foot versus $12 per square foot in Pittsburg, Kansas. Despitethis lower cost persquare foot in Pittsburg,the total facilityspace used

    for the consultations was much larger than the Kansas City space,

    resulting in a much higher office space cost. Space utilized was al-

    located on a percentage of space available that was used for service to

    telepsychiatry patients. This percent allocated space amounted to

    slightly>337 sq. ft. in Crawford County and 22 sq. ft. at KUMC.

    Administrative costs were allocated to the Crawford County site

    based on the percentage of pediatric telepsychiatry services of the

    total of all patient services delivered at the site during the 6-month

    period. Medical records costs and insurance costs were similarly al-

    located. Although some might consider utility costs a variable cost,

    these are considered under administrative costs, since the percentage

    of actual utility expenses consumed by the service under observation

    was minimal and not easily separated from other administrative

    expenses at the service site.Average costs of a consultation to providers (Crawford and KUMC)

    separately and combined are reported below. The results were care-

    fully reviewed by the health economist on the study team.

    TRAVEL COSTS SAVINGS TO PATIENTS

    Data permitting cost estimates to be made for accessing the pe-

    diatric telemedicine service by patients were obtained prospectively

    from 26 unique patientadult dyads, almost a 20% sampling of

    patients actually served. These 26 dyads were chosen because they

    provided the most complete records of information for these sim-

    ulations. The data obtained provided calculations of travel distances

    and time by patients to the Crawford County service site and KUMC

    as an alternative site. Mode of transportation was uniformly by

    private car, and all but three of the patients were accompanied by

    an adult. No cost of travel time was estimated for the patient, but

    those with accompanying adults had estimated travel-time costs

    that were obtained by multiplying estimated round-trip travel times

    by the hourly wage rate for the self-identified occupations of the

    accompanying adults. These wage rates were obtained from the

    Bureau of Labor Statistics, U.S. Department of Labor, using 2006

    reported Kansas nonmetropolitan wage estimates for employment

    classifications.10Although annual salary data were gathered for this

    study, a poor response rate on this item prevented an accurate

    travel cost calculation. In a pilot study of the use of our data col-

    lection form in this setting, parents refused to answer an incomequestion even though this form used salary ranges not actual in-

    comes. It is not known why respondents were reluctant to answer

    this question, except to suggest that income level remains a sen-

    sitive issue.

    Accurate data relating to the time spent by patients receiving the

    actual consultations or by the accompanying adult were also not

    available, so this information is not included in these estimates.

    Monte Carlo resamplings are reported below using information from

    the 26 patients, probability distributions of the number of accom-

    panying parents, travel-times, wage rates, and the additional 231

    observations included in the study database.

    The reported travel costs are average savings in the difference in

    travel time between the local site and KUMC, plus $0.35/mile forround-trip automobile travel expenses using the distance saved by

    travel to the local site. We believe that these costs and mileages

    are suitably conservative estimates of real travel costs at the time

    of this study. The three patients who drove themselves to the service

    site are included in the calculation of average distance travel cost

    savings.

    Our survey responses from these 26 dyads indicated no other large

    potential patient cost savings to accessing the telepsychiatry service

    than travel-related ones. Therefore, our report is solely one of travel

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    cost savings arising from local access to patients versus a trip to

    KUMC.

    MONTE CARLO RESAMPLINGS OF TRAVEL DISTANCES,

    TIMES, AND COSTS

    The costs in Table 1 were generated using 150,000 Monte Carlo

    resamplings of the driving distances and times for the 257 observa-

    tions provided through telepsychiatry. Empirical distributions of

    actual patient driving distances to the local Clinic and KUMC were

    calculated using averages of Mapquest and Google Map to insure

    accurate times and distances. These times and distances were based

    on the 257 patient, local clinic, and KUMC addresses. Using these

    actual distributions of distances and times, 5,000 resamplings and 30

    replications yielded the means and standard deviations of times,

    distances, and costs reported in Table 1.

    11

    Resamplings used threerandom numbers to define the distances and times to the Crawford

    clinic site and KUMC as well as whether there were, in addition to the

    patient, 0, 1, or 2 accompanying adults in the vehicle.

    ResultsTRAVEL COSTS SAVINGS TO PATIENTS

    Table 1 reports the means and standard deviation for local travel

    costs, KUMC travel time costs, differences between local and KUMC

    travel time costs, the vehicle mileage cost differentials to KUMC, and

    the total cost differential of KUMC versus using the local pediatric

    telepsychiatry site.

    COSTS TO PROVIDERSTable 2 below reports study results relative to the costs of services

    provided through the Crawford County site and KUMC. The average

    or mean per consult cost of this telemedicine service is $168.61. This

    estimated cost does not include any research costs or start-up costs.

    It might be seen as an average cost of clinicalserviceas a goingconcern.

    These data suggest substantial average or mean cost savings to the

    patients and families of $137.62 per consult. If this figure is multi-

    plied over the 257 study consults, it suggests that the average savings

    to patients of this service over 6 months was $35,369.

    Table 1. Estimated Patient Travel Costs and Cost Differences (U.S. $2,006) for the Telemedicine Service Provided LocallyVersus a Service Obtained at University of Kansas Medical Center in 2006

    VARIABLE OBSERVATIONS MEAN SD RANGE

    Local travel cost 257 and MC 5.96 3.87 1.4014.20

    KUMC travel cost 257 and MC 57.45 8.55 32.0071.00

    Difference in travel cost 257 and MC 51.49 8.81 29.9761.80

    Mileage cost 257 and MC 86.13 5.24 35.00108.50

    Total cost difference 257 and MC 137.62 22.36 64.87166.80

    While there were 257 observations, reported travel costs estimates are obtained from the Monte Carlo resamplings.

    KUMC, University of Kansas Medical Center; MC, Monte Carlo; SD, standard deviation.

    Table 2. Estimated Total Costs of the Crawford CountySite and University of Kansas Medical Center to ProvideAdolescent and Pediatric Telepsychiatry Consultationsfrom January 1, 2006, Through June 30, 2006,in U.S. $2,006 (n 257 Consultations)

    EXPENDITURE(U.S. $2,006)

    CRAWFORDCOUNTY SITE KUMC

    Fixed costs

    Office space 4,050 374

    Administrative 420 0

    Medical records 770 0

    Insurance 672 0

    Line charges 0 46

    Subtotal 5,912 420

    Variable costs

    Physician contracted

    services

    22,537 0

    Nurse practitioner 7,600 0

    Registered nurse/

    licensed practical

    nurse

    2,688 0

    Check-in clerks 1,536 0

    Technical/maintenance

    support

    0 239

    Equipment 1,200 1,200

    Subtotal 35,561 1,439

    Combined site costs 41,473 1,859

    Total project costsU.S. $43,332.

    Average cost per consultationU.S. $168.61.

    SPAULDING ET AL.

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    COMPARISON OF PROVIDER COSTS AND PATIENT

    SAVINGS IN TRAVEL COSTS

    The savings in patient travel costs substantially offset the provider

    costs of the service. The provider cost is only $7,964 in excess of

    patient savings (i.e., $43,333$35,369); therefore, the net average cost

    of a consult after subtracting patient travel costs savings is $30.99 (i.e.,

    $7,964/257). This figure does not include many other potential cost

    savings to the patient and the service sites, nor does this cost ac-

    counting figure account for the additional service rendered to the

    community through the availability of thetelemedicine service andthe

    freeing of time of the one resident psychiatrist to serve other patients.

    Discussion and ConclusionsOne must not lose sight of the fact that providers of a service and

    patients are different entities. Provider institutions must meet their

    total financial requirements, whereas patients would prefer to min-

    imize their costs and even shift cost burdens to someone else. For

    these reasons, careful attention must be paid to how service costs areactually allocated in an economy. The situation examined in this

    report seems to suggest benefits from telepsychiatry to both providers

    and patients.

    It should be noted that the costs of the on-site pediatric psychia-

    trist were not factored into this study for comparison purposes. U.S.

    Department of Labor Statistics from 2006 indicate that the average

    hourly wage of a psychiatrist was $70.97, not including benefits,

    insurance, licensing, or other expenses. At an average cost of U.S.

    $168.61 per consultation, the telepsychiatry service appears similar

    to earlier estimated costs reported by Doolittle et al.6 and other

    studies of telemedicine services. This cost per consultation is clearly

    more than cost-competitive compared to the cost of a psychiatrist

    who physically travels to this site. Given the limited availability ofchild psychiatrists in rural areas, the costs identified are likely to be

    acceptable for centers that are unable to recruit a resident psychia-

    trist. Given the context of this study, the arrangement described

    appears to be financially and operationally beneficial to the com-

    munity mental health center, even with an existing staff psychiatrist

    in the community.

    While the telepsychiatry service studied here is relatively isolated

    and occurs at a single site, there is no reason to believe that similar

    cost figures could not be observed for other telepsychiatry practices

    in rural areas. Practices that employ similar videoconference

    equipment and Internet protocol connectivity would share compa-

    rable technical costs, and many of the clinical and administrative

    expenses would be similar. The physician cost is likely the mostvariable expense, depending on the negotiated components of the

    contract. Nonetheless, this study can serve as a guide forthe financial

    considerations of a rural telepsychiatry practice, as well as a method

    for conducting a cost-accounting analysis of the program.

    This was a limited study conducted over 6 months with a small

    number of observations. A longer study period with more unique

    patients and observations is suggested to refine the cost model. A

    comparison with on-site psychiatry expenses would also be valuable

    in helping rural centers determine the best service choice for psy-

    chiatry.

    AcknowledgmentsThis article was made possible by grant number H2ATH07755-01-

    00 from the Office for the Advancement of Telehealth, Health Re-sources and Services Administration, DHHS.

    Disclosure StatementNo competing financial interests exist.

    R E F E R E N C E S

    1. Hersh WR, Wallace JA, Patterson PK, et al. Telemedicine for the medicarepopulation: pediatric, obstetric, and clinician-indirect home interventions.Evidence Report/Technology Assessment No. 24, Supplement (Prepared byOregon Health Sciences University, Portland, OR under Contract No. 290-97-0018). AHRQ Publication No. 01-E060. Rockville, MD: AHRQ, 2001.

    2. Pesamaa L, Ebeling H, Kuusimaki ML, Winblad I, Isohanni M, Moilanen I.Videoconferencing in child and adolescent telepsychiatry: A systematic reviewof the literature. J Telemed Telecare2004;10:187192.

    3. Jarvis-Selinger S, Chan E, Payne R, Plohman K, Ho K. Clinical telehealth acrossthe disciplines: Lessons learned. Telmed J E Health 2008;14:720725.

    4. Edwards MA, Patel AC. Telemedicine in the state of Maine: A model for growthdriven by rural needs. Telmed J E Health 2003;9:2539.

    5. Smith AC, Scuffham P, Wootton R. The costs and potential savings of a noveltelepaediatric service in Queensland. BMC Health Serv Res2007;7:35.

    6. Doolittle GC, Williams AR, Harmon A, Allen A, Boysen CD, Wittman C, Mair F,Carlson E. A cost measurement study for a tele-oncology practice. J TelemedTelecare1998;4:8488.

    7. Doolittle GC, Harmon A, Williams AR, et al. A cost analysis of a teleoncologypractice. J Telemed Telecare1997;3:2022.

    8. Doolittle GC, Williams AR, Cook DJ. An estimation of costs of a pediatrictelemedicine practice in public schools. Med Care2003;41:100109.

    9. Finkler SA. Cost accounting for health care organizations: concepts andapplications. Gaithersburg, MD: Aspen, 1999.

    10. BLS, U.S. Department of Labor. Metropolitan and nonmetropolitan areaoccupational employment and wage estimates. Kansas nonmetropolitan area.2006. Available at http://bls.gov.oes/2006/may/oes_2000001.htm (lastaccessed September 13, 2009).

    11. Rubinstein RY, Kroese DP. Simulation and the Monte Carlo method, 2nd ed.New York: John Wiley & Sons, 2007.

    Address correspondence to:

    Ryan Spaulding, Ph.D.

    Center for Telemedicine and TelehealthUniversity of Kansas Medical Center

    3901 Rainbow Blvd., MS1048

    Kansas City, MO 66160

    E-mail: [email protected]

    Received: April 15, 2010

    Revised: May 10, 2010

    Accepted: May 10, 2010

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